Dataset statistics
| Number of variables | 112 |
|---|---|
| Number of observations | 5000 |
| Missing cells | 52402 |
| Missing cells (%) | 9.4% |
| Total size in memory | 4.3 MiB |
| Average record size in memory | 904.0 B |
Variable types
| Numeric | 81 |
|---|---|
| Categorical | 28 |
| Boolean | 3 |
policy_code has constant value "" | Constant |
emp_title has a high cardinality: 3138 distinct values | High cardinality |
issue_d has a high cardinality: 115 distinct values | High cardinality |
url has a high cardinality: 5000 distinct values | High cardinality |
title has a high cardinality: 264 distinct values | High cardinality |
zip_code has a high cardinality: 711 distinct values | High cardinality |
earliest_cr_line has a high cardinality: 489 distinct values | High cardinality |
last_pymnt_d has a high cardinality: 91 distinct values | High cardinality |
last_credit_pull_d has a high cardinality: 80 distinct values | High cardinality |
loan_amnt is highly overall correlated with funded_amnt and 2 other fields | High correlation |
funded_amnt is highly overall correlated with loan_amnt and 2 other fields | High correlation |
funded_amnt_inv is highly overall correlated with loan_amnt and 2 other fields | High correlation |
installment is highly overall correlated with loan_amnt and 2 other fields | High correlation |
fico_range_low is highly overall correlated with fico_range_high | High correlation |
fico_range_high is highly overall correlated with fico_range_low | High correlation |
mths_since_last_record is highly overall correlated with acc_now_delinq and 2 other fields | High correlation |
open_acc is highly overall correlated with num_sats | High correlation |
out_prncp is highly overall correlated with out_prncp_inv | High correlation |
out_prncp_inv is highly overall correlated with out_prncp | High correlation |
total_pymnt is highly overall correlated with total_pymnt_inv and 1 other fields | High correlation |
total_pymnt_inv is highly overall correlated with total_pymnt and 1 other fields | High correlation |
total_rec_prncp is highly overall correlated with total_pymnt and 1 other fields | High correlation |
recoveries is highly overall correlated with collection_recovery_fee and 1 other fields | High correlation |
collection_recovery_fee is highly overall correlated with recoveries and 1 other fields | High correlation |
last_fico_range_high is highly overall correlated with last_fico_range_low | High correlation |
last_fico_range_low is highly overall correlated with last_fico_range_high | High correlation |
mths_since_last_major_derog is highly overall correlated with next_pymnt_d and 1 other fields | High correlation |
tot_coll_amt is highly overall correlated with next_pymnt_d | High correlation |
tot_cur_bal is highly overall correlated with avg_cur_bal and 2 other fields | High correlation |
open_acc_6m is highly overall correlated with next_pymnt_d | High correlation |
open_act_il is highly overall correlated with next_pymnt_d | High correlation |
open_il_12m is highly overall correlated with next_pymnt_d | High correlation |
open_il_24m is highly overall correlated with next_pymnt_d | High correlation |
mths_since_rcnt_il is highly overall correlated with next_pymnt_d | High correlation |
total_bal_il is highly overall correlated with total_il_high_credit_limit and 1 other fields | High correlation |
il_util is highly overall correlated with next_pymnt_d | High correlation |
open_rv_12m is highly overall correlated with next_pymnt_d | High correlation |
open_rv_24m is highly overall correlated with next_pymnt_d | High correlation |
max_bal_bc is highly overall correlated with next_pymnt_d | High correlation |
all_util is highly overall correlated with next_pymnt_d | High correlation |
total_rev_hi_lim is highly overall correlated with next_pymnt_d | High correlation |
inq_fi is highly overall correlated with next_pymnt_d | High correlation |
total_cu_tl is highly overall correlated with next_pymnt_d | High correlation |
inq_last_12m is highly overall correlated with next_pymnt_d | High correlation |
acc_open_past_24mths is highly overall correlated with next_pymnt_d | High correlation |
avg_cur_bal is highly overall correlated with tot_cur_bal and 1 other fields | High correlation |
bc_open_to_buy is highly overall correlated with next_pymnt_d | High correlation |
bc_util is highly overall correlated with next_pymnt_d | High correlation |
mo_sin_old_il_acct is highly overall correlated with next_pymnt_d | High correlation |
mo_sin_old_rev_tl_op is highly overall correlated with next_pymnt_d | High correlation |
mo_sin_rcnt_rev_tl_op is highly overall correlated with next_pymnt_d | High correlation |
mo_sin_rcnt_tl is highly overall correlated with next_pymnt_d | High correlation |
mort_acc is highly overall correlated with next_pymnt_d | High correlation |
mths_since_recent_bc is highly overall correlated with next_pymnt_d | High correlation |
mths_since_recent_bc_dlq is highly overall correlated with next_pymnt_d and 1 other fields | High correlation |
mths_since_recent_inq is highly overall correlated with next_pymnt_d | High correlation |
mths_since_recent_revol_delinq is highly overall correlated with next_pymnt_d and 1 other fields | High correlation |
num_accts_ever_120_pd is highly overall correlated with next_pymnt_d | High correlation |
num_actv_bc_tl is highly overall correlated with next_pymnt_d | High correlation |
num_actv_rev_tl is highly overall correlated with num_rev_tl_bal_gt_0 and 1 other fields | High correlation |
num_bc_sats is highly overall correlated with next_pymnt_d | High correlation |
num_bc_tl is highly overall correlated with next_pymnt_d | High correlation |
num_il_tl is highly overall correlated with next_pymnt_d | High correlation |
num_op_rev_tl is highly overall correlated with next_pymnt_d | High correlation |
num_rev_accts is highly overall correlated with next_pymnt_d | High correlation |
num_rev_tl_bal_gt_0 is highly overall correlated with num_actv_rev_tl and 1 other fields | High correlation |
num_sats is highly overall correlated with open_acc and 1 other fields | High correlation |
num_tl_90g_dpd_24m is highly overall correlated with next_pymnt_d | High correlation |
num_tl_op_past_12m is highly overall correlated with next_pymnt_d | High correlation |
pct_tl_nvr_dlq is highly overall correlated with next_pymnt_d | High correlation |
percent_bc_gt_75 is highly overall correlated with next_pymnt_d | High correlation |
tot_hi_cred_lim is highly overall correlated with tot_cur_bal and 1 other fields | High correlation |
total_bal_ex_mort is highly overall correlated with next_pymnt_d | High correlation |
total_bc_limit is highly overall correlated with next_pymnt_d | High correlation |
total_il_high_credit_limit is highly overall correlated with total_bal_il and 1 other fields | High correlation |
grade is highly overall correlated with sub_grade | High correlation |
sub_grade is highly overall correlated with grade | High correlation |
loan_status is highly overall correlated with next_pymnt_d | High correlation |
last_pymnt_d is highly overall correlated with next_pymnt_d | High correlation |
next_pymnt_d is highly overall correlated with recoveries and 55 other fields | High correlation |
last_credit_pull_d is highly overall correlated with next_pymnt_d | High correlation |
acc_now_delinq is highly overall correlated with mths_since_last_record | High correlation |
num_tl_120dpd_2m is highly overall correlated with mths_since_last_record and 3 other fields | High correlation |
num_tl_30dpd is highly overall correlated with mths_since_last_record and 2 other fields | High correlation |
pymnt_plan is highly imbalanced (99.3%) | Imbalance |
title is highly imbalanced (66.3%) | Imbalance |
next_pymnt_d is highly imbalanced (99.4%) | Imbalance |
last_credit_pull_d is highly imbalanced (54.6%) | Imbalance |
collections_12_mths_ex_med is highly imbalanced (90.3%) | Imbalance |
application_type is highly imbalanced (67.7%) | Imbalance |
acc_now_delinq is highly imbalanced (95.9%) | Imbalance |
chargeoff_within_12_mths is highly imbalanced (95.9%) | Imbalance |
num_tl_120dpd_2m is highly imbalanced (99.5%) | Imbalance |
num_tl_30dpd is highly imbalanced (97.3%) | Imbalance |
pub_rec_bankruptcies is highly imbalanced (75.4%) | Imbalance |
hardship_flag is highly imbalanced (99.3%) | Imbalance |
disbursement_method is highly imbalanced (79.6%) | Imbalance |
debt_settlement_flag is highly imbalanced (86.4%) | Imbalance |
emp_title has 398 (8.0%) missing values | Missing |
emp_length has 346 (6.9%) missing values | Missing |
title has 61 (1.2%) missing values | Missing |
mths_since_last_delinq has 2556 (51.1%) missing values | Missing |
mths_since_last_record has 4220 (84.4%) missing values | Missing |
next_pymnt_d has 2863 (57.3%) missing values | Missing |
mths_since_last_major_derog has 3688 (73.8%) missing values | Missing |
tot_coll_amt has 105 (2.1%) missing values | Missing |
tot_cur_bal has 105 (2.1%) missing values | Missing |
open_acc_6m has 1870 (37.4%) missing values | Missing |
open_act_il has 1870 (37.4%) missing values | Missing |
open_il_12m has 1870 (37.4%) missing values | Missing |
open_il_24m has 1870 (37.4%) missing values | Missing |
mths_since_rcnt_il has 1963 (39.3%) missing values | Missing |
total_bal_il has 1870 (37.4%) missing values | Missing |
il_util has 2328 (46.6%) missing values | Missing |
open_rv_12m has 1870 (37.4%) missing values | Missing |
open_rv_24m has 1870 (37.4%) missing values | Missing |
max_bal_bc has 1870 (37.4%) missing values | Missing |
all_util has 1871 (37.4%) missing values | Missing |
total_rev_hi_lim has 105 (2.1%) missing values | Missing |
inq_fi has 1870 (37.4%) missing values | Missing |
total_cu_tl has 1870 (37.4%) missing values | Missing |
inq_last_12m has 1870 (37.4%) missing values | Missing |
acc_open_past_24mths has 75 (1.5%) missing values | Missing |
avg_cur_bal has 105 (2.1%) missing values | Missing |
bc_open_to_buy has 123 (2.5%) missing values | Missing |
bc_util has 124 (2.5%) missing values | Missing |
mo_sin_old_il_acct has 249 (5.0%) missing values | Missing |
mo_sin_old_rev_tl_op has 105 (2.1%) missing values | Missing |
mo_sin_rcnt_rev_tl_op has 105 (2.1%) missing values | Missing |
mo_sin_rcnt_tl has 105 (2.1%) missing values | Missing |
mort_acc has 75 (1.5%) missing values | Missing |
mths_since_recent_bc has 116 (2.3%) missing values | Missing |
mths_since_recent_bc_dlq has 3854 (77.1%) missing values | Missing |
mths_since_recent_inq has 612 (12.2%) missing values | Missing |
mths_since_recent_revol_delinq has 3358 (67.2%) missing values | Missing |
num_accts_ever_120_pd has 105 (2.1%) missing values | Missing |
num_actv_bc_tl has 105 (2.1%) missing values | Missing |
num_actv_rev_tl has 105 (2.1%) missing values | Missing |
num_bc_sats has 89 (1.8%) missing values | Missing |
num_bc_tl has 105 (2.1%) missing values | Missing |
num_il_tl has 105 (2.1%) missing values | Missing |
num_op_rev_tl has 105 (2.1%) missing values | Missing |
num_rev_accts has 105 (2.1%) missing values | Missing |
num_rev_tl_bal_gt_0 has 105 (2.1%) missing values | Missing |
num_sats has 89 (1.8%) missing values | Missing |
num_tl_120dpd_2m has 281 (5.6%) missing values | Missing |
num_tl_30dpd has 105 (2.1%) missing values | Missing |
num_tl_90g_dpd_24m has 105 (2.1%) missing values | Missing |
num_tl_op_past_12m has 105 (2.1%) missing values | Missing |
pct_tl_nvr_dlq has 105 (2.1%) missing values | Missing |
percent_bc_gt_75 has 124 (2.5%) missing values | Missing |
tot_hi_cred_lim has 105 (2.1%) missing values | Missing |
total_bal_ex_mort has 75 (1.5%) missing values | Missing |
total_bc_limit has 75 (1.5%) missing values | Missing |
total_il_high_credit_limit has 105 (2.1%) missing values | Missing |
delinq_amnt is highly skewed (γ1 = 36.04017216) | Skewed |
url has unique values | Unique |
delinq_2yrs has 4067 (81.3%) zeros | Zeros |
inq_last_6mths has 3053 (61.1%) zeros | Zeros |
pub_rec has 4221 (84.4%) zeros | Zeros |
out_prncp has 2872 (57.4%) zeros | Zeros |
out_prncp_inv has 2872 (57.4%) zeros | Zeros |
total_rec_late_fee has 4775 (95.5%) zeros | Zeros |
recoveries has 4552 (91.0%) zeros | Zeros |
collection_recovery_fee has 4567 (91.3%) zeros | Zeros |
last_fico_range_low has 91 (1.8%) zeros | Zeros |
tot_coll_amt has 4112 (82.2%) zeros | Zeros |
open_acc_6m has 1399 (28.0%) zeros | Zeros |
open_act_il has 390 (7.8%) zeros | Zeros |
open_il_12m has 1736 (34.7%) zeros | Zeros |
open_il_24m has 855 (17.1%) zeros | Zeros |
total_bal_il has 372 (7.4%) zeros | Zeros |
open_rv_12m has 1132 (22.6%) zeros | Zeros |
open_rv_24m has 503 (10.1%) zeros | Zeros |
max_bal_bc has 76 (1.5%) zeros | Zeros |
inq_fi has 1542 (30.8%) zeros | Zeros |
total_cu_tl has 1673 (33.5%) zeros | Zeros |
inq_last_12m has 871 (17.4%) zeros | Zeros |
acc_open_past_24mths has 227 (4.5%) zeros | Zeros |
bc_open_to_buy has 76 (1.5%) zeros | Zeros |
bc_util has 60 (1.2%) zeros | Zeros |
delinq_amnt has 4985 (99.7%) zeros | Zeros |
mo_sin_rcnt_rev_tl_op has 75 (1.5%) zeros | Zeros |
mo_sin_rcnt_tl has 78 (1.6%) zeros | Zeros |
mort_acc has 2081 (41.6%) zeros | Zeros |
mths_since_recent_inq has 338 (6.8%) zeros | Zeros |
num_accts_ever_120_pd has 3739 (74.8%) zeros | Zeros |
num_actv_bc_tl has 102 (2.0%) zeros | Zeros |
num_il_tl has 144 (2.9%) zeros | Zeros |
num_tl_90g_dpd_24m has 4631 (92.6%) zeros | Zeros |
num_tl_op_past_12m has 952 (19.0%) zeros | Zeros |
percent_bc_gt_75 has 1349 (27.0%) zeros | Zeros |
tax_liens has 4861 (97.2%) zeros | Zeros |
total_il_high_credit_limit has 606 (12.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-21 11:17:09.955737 |
|---|---|
| Analysis finished | 2023-07-21 11:17:32.290312 |
| Duration | 22.33 seconds |
| Software version | ydata-profiling vv4.1.2 |
| Download configuration | config.json |
loan_amnt
Real number (ℝ)
| Distinct | 615 |
|---|---|
| Distinct (%) | 12.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15170.055 |
| Minimum | 1000 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 3500 |
| Q1 | 8000 |
| median | 13000 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39000 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9291.46814 |
|---|---|
| Coefficient of variation (CV) | 0.6124874392 |
| Kurtosis | -0.1118949597 |
| Mean | 15170.055 |
| Median Absolute Deviation (MAD) | 6337.5 |
| Skewness | 0.7894468495 |
| Sum | 75850275 |
| Variance | 86331380.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 411 | 8.2% |
| 20000 | 291 | 5.8% |
| 15000 | 267 | 5.3% |
| 12000 | 257 | 5.1% |
| 5000 | 203 | 4.1% |
| 35000 | 201 | 4.0% |
| 8000 | 175 | 3.5% |
| 30000 | 155 | 3.1% |
| 6000 | 148 | 3.0% |
| 16000 | 145 | 2.9% |
| Other values (605) | 2747 |
| Value | Count | Frequency (%) |
| 1000 | 24 | |
| 1100 | 1 | < 0.1% |
| 1125 | 1 | < 0.1% |
| 1200 | 4 | 0.1% |
| 1250 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 90 | |
| 39000 | 1 | < 0.1% |
| 38650 | 1 | < 0.1% |
| 38400 | 1 | < 0.1% |
| 38250 | 1 | < 0.1% |
funded_amnt
Real number (ℝ)
| Distinct | 615 |
|---|---|
| Distinct (%) | 12.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15168.765 |
| Minimum | 1000 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 3500 |
| Q1 | 8000 |
| median | 13000 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39000 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9290.547298 |
|---|---|
| Coefficient of variation (CV) | 0.6124788207 |
| Kurtosis | -0.1106932894 |
| Mean | 15168.765 |
| Median Absolute Deviation (MAD) | 6312.5 |
| Skewness | 0.7898341448 |
| Sum | 75843825 |
| Variance | 86314269.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 411 | 8.2% |
| 20000 | 291 | 5.8% |
| 15000 | 267 | 5.3% |
| 12000 | 257 | 5.1% |
| 5000 | 203 | 4.1% |
| 35000 | 201 | 4.0% |
| 8000 | 175 | 3.5% |
| 30000 | 155 | 3.1% |
| 6000 | 148 | 3.0% |
| 16000 | 145 | 2.9% |
| Other values (605) | 2747 |
| Value | Count | Frequency (%) |
| 1000 | 24 | |
| 1100 | 1 | < 0.1% |
| 1125 | 1 | < 0.1% |
| 1200 | 4 | 0.1% |
| 1250 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 90 | |
| 39000 | 1 | < 0.1% |
| 38650 | 1 | < 0.1% |
| 38400 | 1 | < 0.1% |
| 38250 | 1 | < 0.1% |
funded_amnt_inv
Real number (ℝ)
| Distinct | 721 |
|---|---|
| Distinct (%) | 14.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15159.06243 |
| Minimum | 1000 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 3500 |
| Q1 | 8000 |
| median | 13000 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39000 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9290.398471 |
|---|---|
| Coefficient of variation (CV) | 0.6128610207 |
| Kurtosis | -0.1113658307 |
| Mean | 15159.06243 |
| Median Absolute Deviation (MAD) | 6337.5 |
| Skewness | 0.7896955534 |
| Sum | 75795312.13 |
| Variance | 86311503.75 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 393 | 7.9% |
| 20000 | 257 | 5.1% |
| 15000 | 248 | 5.0% |
| 12000 | 238 | 4.8% |
| 5000 | 197 | 3.9% |
| 35000 | 177 | 3.5% |
| 8000 | 167 | 3.3% |
| 30000 | 145 | 2.9% |
| 6000 | 143 | 2.9% |
| 16000 | 135 | 2.7% |
| Other values (711) | 2900 |
| Value | Count | Frequency (%) |
| 1000 | 24 | |
| 1075 | 1 | < 0.1% |
| 1100 | 1 | < 0.1% |
| 1125 | 1 | < 0.1% |
| 1200 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 84 | |
| 39975 | 1 | < 0.1% |
| 39950 | 1 | < 0.1% |
| 39750 | 3 | 0.1% |
| 39725 | 1 | < 0.1% |
term
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 36 months | |
|---|---|
| 60 months |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 50000 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 36 months |
| 3rd row | 36 months |
| 4th row | 36 months |
| 5th row | 60 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 3550 | |
| 60 months | 1450 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| months | 5000 | |
| 36 | 3550 | |
| 60 | 1450 | 14.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 10000 | ||
| 6 | 5000 | |
| m | 5000 | |
| o | 5000 | |
| n | 5000 | |
| t | 5000 | |
| h | 5000 | |
| s | 5000 | |
| 3 | 3550 | 7.1% |
| 0 | 1450 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 30000 | |
| Space Separator | 10000 | 20.0% |
| Decimal Number | 10000 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| m | 5000 | |
| o | 5000 | |
| n | 5000 | |
| t | 5000 | |
| h | 5000 | |
| s | 5000 |
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 5000 | |
| 3 | 3550 | |
| 0 | 1450 | 14.5% |
Space Separator
| Value | Count | Frequency (%) |
| 10000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 30000 | |
| Common | 20000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| m | 5000 | |
| o | 5000 | |
| n | 5000 | |
| t | 5000 | |
| h | 5000 | |
| s | 5000 |
Common
| Value | Count | Frequency (%) |
| 10000 | ||
| 6 | 5000 | |
| 3 | 3550 | 17.8% |
| 0 | 1450 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 50000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 10000 | ||
| 6 | 5000 | |
| m | 5000 | |
| o | 5000 | |
| n | 5000 | |
| t | 5000 | |
| h | 5000 | |
| s | 5000 | |
| 3 | 3550 | 7.1% |
| 0 | 1450 | 2.9% |
int_rate
Real number (ℝ)
| Distinct | 358 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.172844 |
| Minimum | 5.31 |
|---|---|
| Maximum | 30.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 5.31 |
|---|---|
| 5-th percentile | 6.46 |
| Q1 | 9.49 |
| median | 12.62 |
| Q3 | 16.02 |
| 95-th percentile | 22.451 |
| Maximum | 30.99 |
| Range | 25.68 |
| Interquartile range (IQR) | 6.53 |
Descriptive statistics
| Standard deviation | 4.945337657 |
|---|---|
| Coefficient of variation (CV) | 0.3754191318 |
| Kurtosis | 0.6132394013 |
| Mean | 13.172844 |
| Median Absolute Deviation (MAD) | 3.18 |
| Skewness | 0.7890710036 |
| Sum | 65864.22 |
| Variance | 24.45636454 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.99 | 114 | 2.3% |
| 5.32 | 105 | 2.1% |
| 13.99 | 98 | 2.0% |
| 10.99 | 93 | 1.9% |
| 11.49 | 76 | 1.5% |
| 12.99 | 69 | 1.4% |
| 16.02 | 67 | 1.3% |
| 15.61 | 61 | 1.2% |
| 15.05 | 60 | 1.2% |
| 7.89 | 60 | 1.2% |
| Other values (348) | 4197 |
| Value | Count | Frequency (%) |
| 5.31 | 23 | 0.5% |
| 5.32 | 105 | |
| 5.42 | 1 | < 0.1% |
| 5.79 | 1 | < 0.1% |
| 5.93 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 30.99 | 6 | |
| 30.94 | 1 | < 0.1% |
| 30.89 | 1 | < 0.1% |
| 30.84 | 2 | < 0.1% |
| 30.79 | 3 |
installment
Real number (ℝ)
| Distinct | 3834 |
|---|---|
| Distinct (%) | 76.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 450.160642 |
| Minimum | 30.46 |
|---|---|
| Maximum | 1500.22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 30.46 |
|---|---|
| 5-th percentile | 117.885 |
| Q1 | 253.2225 |
| median | 379.34 |
| Q3 | 597.555 |
| 95-th percentile | 993.3435 |
| Maximum | 1500.22 |
| Range | 1469.76 |
| Interquartile range (IQR) | 344.3325 |
Descriptive statistics
| Standard deviation | 270.9793409 |
|---|---|
| Coefficient of variation (CV) | 0.6019614235 |
| Kurtosis | 0.7018568014 |
| Mean | 450.160642 |
| Median Absolute Deviation (MAD) | 159.445 |
| Skewness | 1.013197246 |
| Sum | 2250803.21 |
| Variance | 73429.80318 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 361.38 | 14 | 0.3% |
| 332.1 | 10 | 0.2% |
| 410.08 | 9 | 0.2% |
| 602.3 | 9 | 0.2% |
| 469.29 | 9 | 0.2% |
| 329.72 | 9 | 0.2% |
| 301.15 | 9 | 0.2% |
| 498.15 | 9 | 0.2% |
| 339.31 | 8 | 0.2% |
| 314.48 | 8 | 0.2% |
| Other values (3824) | 4906 |
| Value | Count | Frequency (%) |
| 30.46 | 1 | |
| 31.27 | 1 | |
| 31.3 | 1 | |
| 32.01 | 1 | |
| 32.08 | 1 |
| Value | Count | Frequency (%) |
| 1500.22 | 1 | |
| 1476.05 | 1 | |
| 1466.04 | 1 | |
| 1445.9 | 1 | |
| 1427.91 | 1 |
grade
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| B | |
|---|---|
| C | |
| A | |
| D | |
| E | |
| Other values (2) | 135 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5000 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B |
|---|---|
| 2nd row | A |
| 3rd row | A |
| 4th row | B |
| 5th row | B |
Common Values
| Value | Count | Frequency (%) |
| B | 1450 | |
| C | 1408 | |
| A | 964 | |
| D | 718 | |
| E | 325 | 6.5% |
| F | 107 | 2.1% |
| G | 28 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| b | 1450 | |
| c | 1408 | |
| a | 964 | |
| d | 718 | |
| e | 325 | 6.5% |
| f | 107 | 2.1% |
| g | 28 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 1450 | |
| C | 1408 | |
| A | 964 | |
| D | 718 | |
| E | 325 | 6.5% |
| F | 107 | 2.1% |
| G | 28 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 5000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 1450 | |
| C | 1408 | |
| A | 964 | |
| D | 718 | |
| E | 325 | 6.5% |
| F | 107 | 2.1% |
| G | 28 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 1450 | |
| C | 1408 | |
| A | 964 | |
| D | 718 | |
| E | 325 | 6.5% |
| F | 107 | 2.1% |
| G | 28 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 1450 | |
| C | 1408 | |
| A | 964 | |
| D | 718 | |
| E | 325 | 6.5% |
| F | 107 | 2.1% |
| G | 28 | 0.6% |
sub_grade
Categorical
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| C1 | 324 |
|---|---|
| B5 | 313 |
| B4 | 297 |
| B3 | 294 |
| C2 | 287 |
| Other values (30) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B3 |
|---|---|
| 2nd row | A1 |
| 3rd row | A4 |
| 4th row | B5 |
| 5th row | B4 |
Common Values
| Value | Count | Frequency (%) |
| C1 | 324 | 6.5% |
| B5 | 313 | 6.3% |
| B4 | 297 | 5.9% |
| B3 | 294 | 5.9% |
| C2 | 287 | 5.7% |
| C4 | 284 | 5.7% |
| B1 | 273 | 5.5% |
| B2 | 273 | 5.5% |
| C5 | 264 | 5.3% |
| C3 | 249 | 5.0% |
| Other values (25) | 2142 |
Length
| Value | Count | Frequency (%) |
| c1 | 324 | 6.5% |
| b5 | 313 | 6.3% |
| b4 | 297 | 5.9% |
| b3 | 294 | 5.9% |
| c2 | 287 | 5.7% |
| c4 | 284 | 5.7% |
| b1 | 273 | 5.5% |
| b2 | 273 | 5.5% |
| c5 | 264 | 5.3% |
| c3 | 249 | 5.0% |
| Other values (25) | 2142 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 1450 | |
| C | 1408 | |
| 1 | 1072 | |
| 2 | 1024 | |
| 4 | 1017 | |
| 5 | 970 | |
| A | 964 | |
| 3 | 917 | |
| D | 718 | |
| E | 325 | 3.2% |
| Other values (2) | 135 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 5000 | |
| Decimal Number | 5000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 1450 | |
| C | 1408 | |
| A | 964 | |
| D | 718 | |
| E | 325 | 6.5% |
| F | 107 | 2.1% |
| G | 28 | 0.6% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1072 | |
| 2 | 1024 | |
| 4 | 1017 | |
| 5 | 970 | |
| 3 | 917 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5000 | |
| Common | 5000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 1450 | |
| C | 1408 | |
| A | 964 | |
| D | 718 | |
| E | 325 | 6.5% |
| F | 107 | 2.1% |
| G | 28 | 0.6% |
Common
| Value | Count | Frequency (%) |
| 1 | 1072 | |
| 2 | 1024 | |
| 4 | 1017 | |
| 5 | 970 | |
| 3 | 917 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 1450 | |
| C | 1408 | |
| 1 | 1072 | |
| 2 | 1024 | |
| 4 | 1017 | |
| 5 | 970 | |
| A | 964 | |
| 3 | 917 | |
| D | 718 | |
| E | 325 | 3.2% |
| Other values (2) | 135 | 1.4% |
emp_title
Categorical
HIGH CARDINALITY  MISSING 
| Distinct | 3138 |
|---|---|
| Distinct (%) | 68.2% |
| Missing | 398 |
| Missing (%) | 8.0% |
| Memory size | 78.1 KiB |
| Manager | 80 |
|---|---|
| Teacher | 75 |
| Owner | 43 |
| Driver | 43 |
| Registered Nurse | 40 |
| Other values (3133) |
Length
| Max length | 40 |
|---|---|
| Median length | 31 |
| Mean length | 15.4248153 |
| Min length | 1 |
Characters and Unicode
| Total characters | 70985 |
|---|---|
| Distinct characters | 72 |
| Distinct categories | 9 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 2738 ? |
|---|---|
| Unique (%) | 59.5% |
Sample
| 1st row | Surgical Tech |
|---|---|
| 2nd row | Performance Leader |
| 3rd row | Truck driver |
| 4th row | SHIPPING MANAGUER |
| 5th row | Dispatcher |
Common Values
| Value | Count | Frequency (%) |
| Manager | 80 | 1.6% |
| Teacher | 75 | 1.5% |
| Owner | 43 | 0.9% |
| Driver | 43 | 0.9% |
| Registered Nurse | 40 | 0.8% |
| RN | 35 | 0.7% |
| Supervisor | 34 | 0.7% |
| President | 31 | 0.6% |
| Sales | 29 | 0.6% |
| General Manager | 25 | 0.5% |
| Other values (3128) | 4167 | |
| (Missing) | 398 | 8.0% |
Length
| Value | Count | Frequency (%) |
| manager | 629 | 6.8% |
| assistant | 193 | 2.1% |
| sales | 172 | 1.9% |
| director | 167 | 1.8% |
| supervisor | 147 | 1.6% |
| driver | 133 | 1.4% |
| engineer | 130 | 1.4% |
| of | 122 | 1.3% |
| specialist | 112 | 1.2% |
| teacher | 112 | 1.2% |
| Other values (2003) | 7316 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 7749 | 10.9% |
| r | 6223 | 8.8% |
| a | 5458 | 7.7% |
| 5111 | 7.2% | |
| i | 4901 | 6.9% |
| n | 4786 | 6.7% |
| t | 4431 | 6.2% |
| s | 3519 | 5.0% |
| o | 3499 | 4.9% |
| c | 2903 | 4.1% |
| Other values (62) | 22405 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 55902 | |
| Uppercase Letter | 9608 | 13.5% |
| Space Separator | 5111 | 7.2% |
| Other Punctuation | 268 | 0.4% |
| Decimal Number | 37 | 0.1% |
| Dash Punctuation | 34 | < 0.1% |
| Close Punctuation | 11 | < 0.1% |
| Open Punctuation | 11 | < 0.1% |
| Math Symbol | 3 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 7749 | |
| r | 6223 | |
| a | 5458 | |
| i | 4901 | |
| n | 4786 | |
| t | 4431 | |
| s | 3519 | 6.3% |
| o | 3499 | 6.3% |
| c | 2903 | 5.2% |
| l | 2059 | 3.7% |
| Other values (17) | 10374 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1201 | |
| A | 942 | |
| M | 888 | 9.2% |
| C | 831 | 8.6% |
| P | 720 | 7.5% |
| T | 596 | 6.2% |
| E | 569 | 5.9% |
| D | 547 | 5.7% |
| R | 529 | 5.5% |
| O | 465 | 4.8% |
| Other values (15) | 2320 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 12 | |
| 1 | 8 | |
| 6 | 4 | 10.8% |
| 3 | 4 | 10.8% |
| 5 | 3 | 8.1% |
| 0 | 3 | 8.1% |
| 4 | 1 | 2.7% |
| 9 | 1 | 2.7% |
| 7 | 1 | 2.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 126 | |
| . | 97 | |
| & | 35 | 13.1% |
| ' | 8 | 3.0% |
| ; | 1 | 0.4% |
| \ | 1 | 0.4% |
Space Separator
| Value | Count | Frequency (%) |
| 5111 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 34 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 11 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 11 |
Math Symbol
| Value | Count | Frequency (%) |
| | | 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 65510 | |
| Common | 5475 | 7.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 7749 | 11.8% |
| r | 6223 | 9.5% |
| a | 5458 | 8.3% |
| i | 4901 | 7.5% |
| n | 4786 | 7.3% |
| t | 4431 | 6.8% |
| s | 3519 | 5.4% |
| o | 3499 | 5.3% |
| c | 2903 | 4.4% |
| l | 2059 | 3.1% |
| Other values (42) | 19982 |
Common
| Value | Count | Frequency (%) |
| 5111 | ||
| / | 126 | 2.3% |
| . | 97 | 1.8% |
| & | 35 | 0.6% |
| - | 34 | 0.6% |
| 2 | 12 | 0.2% |
| ) | 11 | 0.2% |
| ( | 11 | 0.2% |
| ' | 8 | 0.1% |
| 1 | 8 | 0.1% |
| Other values (10) | 22 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 70984 | |
| None | 1 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 7749 | 10.9% |
| r | 6223 | 8.8% |
| a | 5458 | 7.7% |
| 5111 | 7.2% | |
| i | 4901 | 6.9% |
| n | 4786 | 6.7% |
| t | 4431 | 6.2% |
| s | 3519 | 5.0% |
| o | 3499 | 4.9% |
| c | 2903 | 4.1% |
| Other values (61) | 22404 |
None
| Value | Count | Frequency (%) |
| ó | 1 |
emp_length
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 346 |
| Missing (%) | 6.9% |
| Memory size | 78.1 KiB |
| 10+ years | |
|---|---|
| 2 years | |
| < 1 year | |
| 3 years | |
| 1 year | |
| Other values (6) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.746239794 |
| Min length | 6 |
Characters and Unicode
| Total characters | 36051 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10+ years |
|---|---|
| 2nd row | 7 years |
| 3rd row | 6 years |
| 4th row | 7 years |
| 5th row | 7 years |
Common Values
| Value | Count | Frequency (%) |
| 10+ years | 1683 | |
| 2 years | 453 | 9.1% |
| < 1 year | 418 | 8.4% |
| 3 years | 390 | 7.8% |
| 1 year | 311 | 6.2% |
| 4 years | 296 | 5.9% |
| 5 years | 287 | 5.7% |
| 6 years | 231 | 4.6% |
| 8 years | 207 | 4.1% |
| 9 years | 192 | 3.8% |
| (Missing) | 346 | 6.9% |
Length
| Value | Count | Frequency (%) |
| years | 3925 | |
| 10 | 1683 | |
| 1 | 729 | 7.5% |
| year | 729 | 7.5% |
| 2 | 453 | 4.7% |
| 418 | 4.3% | |
| 3 | 390 | 4.0% |
| 4 | 296 | 3.0% |
| 5 | 287 | 3.0% |
| 6 | 231 | 2.4% |
| Other values (3) | 585 | 6.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5072 | ||
| y | 4654 | |
| e | 4654 | |
| a | 4654 | |
| r | 4654 | |
| s | 3925 | |
| 1 | 2412 | |
| 0 | 1683 | 4.7% |
| + | 1683 | 4.7% |
| 2 | 453 | 1.3% |
| Other values (8) | 2207 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 22541 | |
| Decimal Number | 6337 | 17.6% |
| Space Separator | 5072 | 14.1% |
| Math Symbol | 2101 | 5.8% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2412 | |
| 0 | 1683 | |
| 2 | 453 | 7.1% |
| 3 | 390 | 6.2% |
| 4 | 296 | 4.7% |
| 5 | 287 | 4.5% |
| 6 | 231 | 3.6% |
| 8 | 207 | 3.3% |
| 9 | 192 | 3.0% |
| 7 | 186 | 2.9% |
Lowercase Letter
| Value | Count | Frequency (%) |
| y | 4654 | |
| e | 4654 | |
| a | 4654 | |
| r | 4654 | |
| s | 3925 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 1683 | |
| < | 418 | 19.9% |
Space Separator
| Value | Count | Frequency (%) |
| 5072 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 22541 | |
| Common | 13510 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5072 | ||
| 1 | 2412 | |
| 0 | 1683 | 12.5% |
| + | 1683 | 12.5% |
| 2 | 453 | 3.4% |
| < | 418 | 3.1% |
| 3 | 390 | 2.9% |
| 4 | 296 | 2.2% |
| 5 | 287 | 2.1% |
| 6 | 231 | 1.7% |
| Other values (3) | 585 | 4.3% |
Latin
| Value | Count | Frequency (%) |
| y | 4654 | |
| e | 4654 | |
| a | 4654 | |
| r | 4654 | |
| s | 3925 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36051 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 5072 | ||
| y | 4654 | |
| e | 4654 | |
| a | 4654 | |
| r | 4654 | |
| s | 3925 | |
| 1 | 2412 | |
| 0 | 1683 | 4.7% |
| + | 1683 | 4.7% |
| 2 | 453 | 1.3% |
| Other values (8) | 2207 |
home_ownership
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| MORTGAGE | |
|---|---|
| RENT | |
| OWN | |
| ANY | 2 |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 5.8856 |
| Min length | 3 |
Characters and Unicode
| Total characters | 29428 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MORTGAGE |
|---|---|
| 2nd row | MORTGAGE |
| 3rd row | MORTGAGE |
| 4th row | MORTGAGE |
| 5th row | RENT |
Common Values
| Value | Count | Frequency (%) |
| MORTGAGE | 2489 | |
| RENT | 1983 | |
| OWN | 526 | 10.5% |
| ANY | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mortgage | 2489 | |
| rent | 1983 | |
| own | 526 | 10.5% |
| any | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 4978 | |
| R | 4472 | |
| T | 4472 | |
| E | 4472 | |
| O | 3015 | |
| N | 2511 | |
| A | 2491 | |
| M | 2489 | |
| W | 526 | 1.8% |
| Y | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 29428 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 4978 | |
| R | 4472 | |
| T | 4472 | |
| E | 4472 | |
| O | 3015 | |
| N | 2511 | |
| A | 2491 | |
| M | 2489 | |
| W | 526 | 1.8% |
| Y | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 29428 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| G | 4978 | |
| R | 4472 | |
| T | 4472 | |
| E | 4472 | |
| O | 3015 | |
| N | 2511 | |
| A | 2491 | |
| M | 2489 | |
| W | 526 | 1.8% |
| Y | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29428 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| G | 4978 | |
| R | 4472 | |
| T | 4472 | |
| E | 4472 | |
| O | 3015 | |
| N | 2511 | |
| A | 2491 | |
| M | 2489 | |
| W | 526 | 1.8% |
| Y | 2 | < 0.1% |
annual_inc
Real number (ℝ)
| Distinct | 857 |
|---|---|
| Distinct (%) | 17.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78248.21034 |
| Minimum | 0 |
|---|---|
| Maximum | 1750000 |
| Zeros | 3 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 28000 |
| Q1 | 45829.25 |
| median | 65000 |
| Q3 | 95000 |
| 95-th percentile | 165000 |
| Maximum | 1750000 |
| Range | 1750000 |
| Interquartile range (IQR) | 49170.75 |
Descriptive statistics
| Standard deviation | 57724.64402 |
|---|---|
| Coefficient of variation (CV) | 0.7377120034 |
| Kurtosis | 162.5345851 |
| Mean | 78248.21034 |
| Median Absolute Deviation (MAD) | 23000 |
| Skewness | 7.819938479 |
| Sum | 391241051.7 |
| Variance | 3332134527 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 165 | 3.3% |
| 50000 | 153 | 3.1% |
| 65000 | 150 | 3.0% |
| 40000 | 136 | 2.7% |
| 70000 | 134 | 2.7% |
| 45000 | 130 | 2.6% |
| 75000 | 125 | 2.5% |
| 80000 | 124 | 2.5% |
| 100000 | 111 | 2.2% |
| 55000 | 107 | 2.1% |
| Other values (847) | 3665 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 500 | 1 | < 0.1% |
| 2500 | 1 | < 0.1% |
| 5000 | 1 | < 0.1% |
| 8000 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1750000 | 1 | |
| 830000 | 1 | |
| 800000 | 1 | |
| 750000 | 1 | |
| 700000 | 1 |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| Source Verified | |
|---|---|
| Not Verified | |
| Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 12.0694 |
| Min length | 8 |
Characters and Unicode
| Total characters | 60347 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Verified |
|---|---|
| 2nd row | Not Verified |
| 3rd row | Not Verified |
| 4th row | Source Verified |
| 5th row | Source Verified |
Common Values
| Value | Count | Frequency (%) |
| Source Verified | 1965 | |
| Not Verified | 1648 | |
| Verified | 1387 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| verified | 5000 | |
| source | 1965 | 22.8% |
| not | 1648 | 19.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 11965 | |
| i | 10000 | |
| r | 6965 | |
| V | 5000 | |
| f | 5000 | |
| d | 5000 | |
| o | 3613 | 6.0% |
| 3613 | 6.0% | |
| S | 1965 | 3.3% |
| u | 1965 | 3.3% |
| Other values (3) | 5261 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 48121 | |
| Uppercase Letter | 8613 | 14.3% |
| Space Separator | 3613 | 6.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 11965 | |
| i | 10000 | |
| r | 6965 | |
| f | 5000 | |
| d | 5000 | |
| o | 3613 | 7.5% |
| u | 1965 | 4.1% |
| c | 1965 | 4.1% |
| t | 1648 | 3.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 5000 | |
| S | 1965 | 22.8% |
| N | 1648 | 19.1% |
Space Separator
| Value | Count | Frequency (%) |
| 3613 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 56734 | |
| Common | 3613 | 6.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 11965 | |
| i | 10000 | |
| r | 6965 | |
| V | 5000 | |
| f | 5000 | |
| d | 5000 | |
| o | 3613 | 6.4% |
| S | 1965 | 3.5% |
| u | 1965 | 3.5% |
| c | 1965 | 3.5% |
| Other values (2) | 3296 | 5.8% |
Common
| Value | Count | Frequency (%) |
| 3613 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 60347 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 11965 | |
| i | 10000 | |
| r | 6965 | |
| V | 5000 | |
| f | 5000 | |
| d | 5000 | |
| o | 3613 | 6.0% |
| 3613 | 6.0% | |
| S | 1965 | 3.3% |
| u | 1965 | 3.3% |
| Other values (3) | 5261 |
issue_d
Categorical
| Distinct | 115 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| Mar-2016 | 133 |
|---|---|
| Nov-2017 | 118 |
| Jul-2015 | 115 |
| May-2018 | 112 |
| Oct-2018 | 110 |
| Other values (110) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 40000 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 16 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | Dec-2017 |
|---|---|
| 2nd row | Aug-2015 |
| 3rd row | Dec-2017 |
| 4th row | Dec-2015 |
| 5th row | Oct-2014 |
Common Values
| Value | Count | Frequency (%) |
| Mar-2016 | 133 | 2.7% |
| Nov-2017 | 118 | 2.4% |
| Jul-2015 | 115 | 2.3% |
| May-2018 | 112 | 2.2% |
| Oct-2018 | 110 | 2.2% |
| Aug-2018 | 110 | 2.2% |
| Nov-2018 | 108 | 2.2% |
| Apr-2018 | 108 | 2.2% |
| Sep-2017 | 102 | 2.0% |
| Oct-2014 | 100 | 2.0% |
| Other values (105) | 3884 |
Length
| Value | Count | Frequency (%) |
| mar-2016 | 133 | 2.7% |
| nov-2017 | 118 | 2.4% |
| jul-2015 | 115 | 2.3% |
| may-2018 | 112 | 2.2% |
| oct-2018 | 110 | 2.2% |
| aug-2018 | 110 | 2.2% |
| nov-2018 | 108 | 2.2% |
| apr-2018 | 108 | 2.2% |
| sep-2017 | 102 | 2.0% |
| oct-2014 | 100 | 2.0% |
| Other values (105) | 3884 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 5089 | 12.7% |
| 1 | 5027 | 12.6% |
| 0 | 5025 | 12.6% |
| - | 5000 | 12.5% |
| u | 1321 | 3.3% |
| J | 1211 | 3.0% |
| a | 1199 | 3.0% |
| 8 | 1140 | 2.9% |
| e | 1084 | 2.7% |
| 7 | 1018 | 2.5% |
| Other values (23) | 12886 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 20000 | |
| Lowercase Letter | 10000 | |
| Dash Punctuation | 5000 | 12.5% |
| Uppercase Letter | 5000 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 1321 | |
| a | 1199 | |
| e | 1084 | |
| c | 875 | |
| r | 849 | |
| p | 804 | |
| n | 736 | |
| t | 509 | 5.1% |
| v | 479 | 4.8% |
| o | 479 | 4.8% |
| Other values (4) | 1665 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 5089 | |
| 1 | 5027 | |
| 0 | 5025 | |
| 8 | 1140 | 5.7% |
| 7 | 1018 | 5.1% |
| 5 | 953 | 4.8% |
| 6 | 928 | 4.6% |
| 4 | 557 | 2.8% |
| 3 | 254 | 1.3% |
| 9 | 9 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 1211 | |
| A | 865 | |
| M | 852 | |
| O | 509 | |
| N | 479 | 9.6% |
| S | 396 | 7.9% |
| D | 366 | 7.3% |
| F | 322 | 6.4% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 5000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25000 | |
| Latin | 15000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| u | 1321 | 8.8% |
| J | 1211 | 8.1% |
| a | 1199 | 8.0% |
| e | 1084 | 7.2% |
| c | 875 | 5.8% |
| A | 865 | 5.8% |
| M | 852 | 5.7% |
| r | 849 | 5.7% |
| p | 804 | 5.4% |
| n | 736 | 4.9% |
| Other values (12) | 5204 |
Common
| Value | Count | Frequency (%) |
| 2 | 5089 | |
| 1 | 5027 | |
| 0 | 5025 | |
| - | 5000 | |
| 8 | 1140 | 4.6% |
| 7 | 1018 | 4.1% |
| 5 | 953 | 3.8% |
| 6 | 928 | 3.7% |
| 4 | 557 | 2.2% |
| 3 | 254 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 40000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 5089 | 12.7% |
| 1 | 5027 | 12.6% |
| 0 | 5025 | 12.6% |
| - | 5000 | 12.5% |
| u | 1321 | 3.3% |
| J | 1211 | 3.0% |
| a | 1199 | 3.0% |
| 8 | 1140 | 2.9% |
| e | 1084 | 2.7% |
| 7 | 1018 | 2.5% |
| Other values (23) | 12886 |
loan_status
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| Fully Paid | |
|---|---|
| Current | |
| Charged Off | |
| Late (31-120 days) | 61 |
| In Grace Period | 11 |
| Other values (2) | 10 |
Length
| Max length | 50 |
|---|---|
| Median length | 18 |
| Mean length | 9.0238 |
| Min length | 7 |
Characters and Unicode
| Total characters | 45119 |
|---|---|
| Distinct characters | 38 |
| Distinct categories | 8 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Current |
|---|---|
| 2nd row | Fully Paid |
| 3rd row | Current |
| 4th row | Fully Paid |
| 5th row | Fully Paid |
Common Values
| Value | Count | Frequency (%) |
| Fully Paid | 2225 | |
| Current | 2055 | |
| Charged Off | 638 | 12.8% |
| Late (31-120 days) | 61 | 1.2% |
| In Grace Period | 11 | 0.2% |
| Late (16-30 days) | 9 | 0.2% |
| Does not meet the credit policy. Status:Fully Paid | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| paid | 2226 | |
| fully | 2225 | |
| current | 2055 | |
| charged | 638 | 7.9% |
| off | 638 | 7.9% |
| late | 70 | 0.9% |
| days | 70 | 0.9% |
| 31-120 | 61 | 0.8% |
| period | 11 | 0.1% |
| grace | 11 | 0.1% |
| Other values (9) | 27 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 4771 | 10.6% |
| l | 4453 | 9.9% |
| u | 4282 | 9.5% |
| 3032 | 6.7% | |
| a | 3016 | 6.7% |
| d | 2946 | 6.5% |
| e | 2790 | 6.2% |
| C | 2693 | 6.0% |
| y | 2297 | 5.1% |
| i | 2239 | 5.0% |
| Other values (28) | 12600 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 33646 | |
| Uppercase Letter | 7888 | 17.5% |
| Space Separator | 3032 | 6.7% |
| Decimal Number | 341 | 0.8% |
| Close Punctuation | 70 | 0.2% |
| Open Punctuation | 70 | 0.2% |
| Dash Punctuation | 70 | 0.2% |
| Other Punctuation | 2 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 4771 | |
| l | 4453 | |
| u | 4282 | |
| a | 3016 | |
| d | 2946 | |
| e | 2790 | |
| y | 2297 | |
| i | 2239 | |
| t | 2131 | |
| n | 2067 | |
| Other values (8) | 2654 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 2693 | |
| P | 2237 | |
| F | 2226 | |
| O | 638 | 8.1% |
| L | 70 | 0.9% |
| I | 11 | 0.1% |
| G | 11 | 0.1% |
| D | 1 | < 0.1% |
| S | 1 | < 0.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 131 | |
| 0 | 70 | |
| 3 | 70 | |
| 2 | 61 | |
| 6 | 9 | 2.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1 | |
| : | 1 |
Space Separator
| Value | Count | Frequency (%) |
| 3032 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 70 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 70 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 70 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 41534 | |
| Common | 3585 | 7.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 4771 | |
| l | 4453 | |
| u | 4282 | |
| a | 3016 | 7.3% |
| d | 2946 | 7.1% |
| e | 2790 | 6.7% |
| C | 2693 | 6.5% |
| y | 2297 | 5.5% |
| i | 2239 | 5.4% |
| P | 2237 | 5.4% |
| Other values (17) | 9810 |
Common
| Value | Count | Frequency (%) |
| 3032 | ||
| 1 | 131 | 3.7% |
| ) | 70 | 2.0% |
| 0 | 70 | 2.0% |
| ( | 70 | 2.0% |
| - | 70 | 2.0% |
| 3 | 70 | 2.0% |
| 2 | 61 | 1.7% |
| 6 | 9 | 0.3% |
| . | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 45119 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 4771 | 10.6% |
| l | 4453 | 9.9% |
| u | 4282 | 9.5% |
| 3032 | 6.7% | |
| a | 3016 | 6.7% |
| d | 2946 | 6.5% |
| e | 2790 | 6.2% |
| C | 2693 | 6.0% |
| y | 2297 | 5.1% |
| i | 2239 | 5.0% |
| Other values (28) | 12600 |
pymnt_plan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 43.9 KiB |
| False | |
|---|---|
| True | 3 |
| Value | Count | Frequency (%) |
| False | 4997 | |
| True | 3 | 0.1% |
url
Categorical
HIGH CARDINALITY  UNIQUE 
| Distinct | 5000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| https://lendingclub.com/browse/loanDetail.action?loan_id=125102239 | 1 |
|---|---|
| https://lendingclub.com/browse/loanDetail.action?loan_id=36930300 | 1 |
| https://lendingclub.com/browse/loanDetail.action?loan_id=113511435 | 1 |
| https://lendingclub.com/browse/loanDetail.action?loan_id=126269972 | 1 |
| https://lendingclub.com/browse/loanDetail.action?loan_id=129913666 | 1 |
| Other values (4995) |
Length
| Max length | 66 |
|---|---|
| Median length | 65 |
| Mean length | 65.3036 |
| Min length | 63 |
Characters and Unicode
| Total characters | 326518 |
|---|---|
| Distinct characters | 35 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 5000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | https://lendingclub.com/browse/loanDetail.action?loan_id=125102239 |
|---|---|
| 2nd row | https://lendingclub.com/browse/loanDetail.action?loan_id=58350350 |
| 3rd row | https://lendingclub.com/browse/loanDetail.action?loan_id=125886282 |
| 4th row | https://lendingclub.com/browse/loanDetail.action?loan_id=67477661 |
| 5th row | https://lendingclub.com/browse/loanDetail.action?loan_id=27240428 |
Common Values
| Value | Count | Frequency (%) |
| https://lendingclub.com/browse/loanDetail.action?loan_id=125102239 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=36930300 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=113511435 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=126269972 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=129913666 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=140641530 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=93563098 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=67457043 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=142271868 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=85610857 | 1 | < 0.1% |
| Other values (4990) | 4990 |
Length
| Value | Count | Frequency (%) |
| https://lendingclub.com/browse/loandetail.action?loan_id=125102239 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=53494561 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=27240428 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1521045 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=97944934 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=119274480 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=49297432 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=48996708 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=110010430 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=40268147 | 1 | < 0.1% |
| Other values (4990) | 4990 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 25000 | 7.7% |
| n | 25000 | 7.7% |
| o | 25000 | 7.7% |
| t | 20000 | 6.1% |
| / | 20000 | 6.1% |
| a | 20000 | 6.1% |
| i | 20000 | 6.1% |
| e | 15000 | 4.6% |
| c | 15000 | 4.6% |
| d | 10000 | 3.1% |
| Other values (25) | 131518 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 230000 | |
| Decimal Number | 41518 | 12.7% |
| Other Punctuation | 40000 | 12.3% |
| Connector Punctuation | 5000 | 1.5% |
| Math Symbol | 5000 | 1.5% |
| Uppercase Letter | 5000 | 1.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 25000 | |
| n | 25000 | |
| o | 25000 | |
| t | 20000 | |
| a | 20000 | |
| i | 20000 | |
| e | 15000 | 6.5% |
| c | 15000 | 6.5% |
| d | 10000 | 4.3% |
| b | 10000 | 4.3% |
| Other values (8) | 45000 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 6206 | |
| 3 | 4292 | |
| 4 | 4204 | |
| 2 | 4142 | |
| 6 | 3921 | |
| 5 | 3865 | |
| 7 | 3836 | |
| 9 | 3745 | |
| 0 | 3719 | |
| 8 | 3588 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 20000 | |
| . | 10000 | |
| ? | 5000 | 12.5% |
| : | 5000 | 12.5% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 5000 |
Math Symbol
| Value | Count | Frequency (%) |
| = | 5000 |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 5000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 235000 | |
| Common | 91518 | 28.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 25000 | |
| n | 25000 | |
| o | 25000 | |
| t | 20000 | 8.5% |
| a | 20000 | 8.5% |
| i | 20000 | 8.5% |
| e | 15000 | 6.4% |
| c | 15000 | 6.4% |
| d | 10000 | 4.3% |
| b | 10000 | 4.3% |
| Other values (9) | 50000 |
Common
| Value | Count | Frequency (%) |
| / | 20000 | |
| . | 10000 | |
| 1 | 6206 | 6.8% |
| ? | 5000 | 5.5% |
| _ | 5000 | 5.5% |
| = | 5000 | 5.5% |
| : | 5000 | 5.5% |
| 3 | 4292 | 4.7% |
| 4 | 4204 | 4.6% |
| 2 | 4142 | 4.5% |
| Other values (6) | 22674 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 326518 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 25000 | 7.7% |
| n | 25000 | 7.7% |
| o | 25000 | 7.7% |
| t | 20000 | 6.1% |
| / | 20000 | 6.1% |
| a | 20000 | 6.1% |
| i | 20000 | 6.1% |
| e | 15000 | 4.6% |
| c | 15000 | 4.6% |
| d | 10000 | 3.1% |
| Other values (25) | 131518 |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| other | |
| home_improvement | |
| major_purchase | 130 |
| Other values (9) | 280 |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 14.759 |
| Min length | 3 |
Characters and Unicode
| Total characters | 73795 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | medical |
|---|---|
| 2nd row | debt_consolidation |
| 3rd row | credit_card |
| 4th row | home_improvement |
| 5th row | credit_card |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 2824 | |
| credit_card | 1151 | |
| other | 315 | 6.3% |
| home_improvement | 300 | 6.0% |
| major_purchase | 130 | 2.6% |
| medical | 85 | 1.7% |
| small_business | 49 | 1.0% |
| car | 47 | 0.9% |
| vacation | 34 | 0.7% |
| moving | 30 | 0.6% |
| Other values (4) | 35 | 0.7% |
Length
| Value | Count | Frequency (%) |
| debt_consolidation | 2824 | |
| credit_card | 1151 | |
| other | 315 | 6.3% |
| home_improvement | 300 | 6.0% |
| major_purchase | 130 | 2.6% |
| medical | 85 | 1.7% |
| small_business | 49 | 1.0% |
| car | 47 | 0.9% |
| vacation | 34 | 0.7% |
| moving | 30 | 0.6% |
| Other values (4) | 35 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 9608 | |
| d | 8044 | |
| t | 7449 | |
| i | 7302 | |
| n | 6074 | |
| e | 5505 | |
| c | 5423 | |
| a | 4490 | 6.1% |
| _ | 4458 | 6.0% |
| r | 3232 | 4.4% |
| Other values (12) | 12210 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 69337 | |
| Connector Punctuation | 4458 | 6.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 9608 | |
| d | 8044 | |
| t | 7449 | |
| i | 7302 | |
| n | 6074 | |
| e | 5505 | |
| c | 5423 | |
| a | 4490 | |
| r | 3232 | 4.7% |
| s | 3176 | 4.6% |
| Other values (11) | 9034 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 4458 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 69337 | |
| Common | 4458 | 6.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 9608 | |
| d | 8044 | |
| t | 7449 | |
| i | 7302 | |
| n | 6074 | |
| e | 5505 | |
| c | 5423 | |
| a | 4490 | |
| r | 3232 | 4.7% |
| s | 3176 | 4.6% |
| Other values (11) | 9034 |
Common
| Value | Count | Frequency (%) |
| _ | 4458 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 73795 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 9608 | |
| d | 8044 | |
| t | 7449 | |
| i | 7302 | |
| n | 6074 | |
| e | 5505 | |
| c | 5423 | |
| a | 4490 | 6.1% |
| _ | 4458 | 6.0% |
| r | 3232 | 4.4% |
| Other values (12) | 12210 |
title
Categorical
HIGH CARDINALITY  IMBALANCE  MISSING 
| Distinct | 264 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 61 |
| Missing (%) | 1.2% |
| Memory size | 78.1 KiB |
| Debt consolidation | |
|---|---|
| Credit card refinancing | |
| Other | |
| Home improvement | |
| Major purchase | 116 |
| Other values (259) |
Length
| Max length | 40 |
|---|---|
| Median length | 18 |
| Mean length | 17.69791456 |
| Min length | 2 |
Characters and Unicode
| Total characters | 87410 |
|---|---|
| Distinct characters | 64 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 222 ? |
|---|---|
| Unique (%) | 4.5% |
Sample
| 1st row | Medical expenses |
|---|---|
| 2nd row | Debt consolidation |
| 3rd row | Credit card refinancing |
| 4th row | Home improvement |
| 5th row | Credit card refinancing |
Common Values
| Value | Count | Frequency (%) |
| Debt consolidation | 2595 | |
| Credit card refinancing | 1060 | |
| Other | 285 | 5.7% |
| Home improvement | 279 | 5.6% |
| Major purchase | 116 | 2.3% |
| Medical expenses | 80 | 1.6% |
| Business | 45 | 0.9% |
| Car financing | 42 | 0.8% |
| Vacation | 34 | 0.7% |
| Debt Consolidation | 31 | 0.6% |
| Other values (254) | 372 | 7.4% |
| (Missing) | 61 | 1.2% |
Length
| Value | Count | Frequency (%) |
| debt | 2688 | |
| consolidation | 2677 | |
| credit | 1111 | |
| card | 1101 | |
| refinancing | 1064 | 9.9% |
| home | 315 | 2.9% |
| improvement | 287 | 2.7% |
| other | 286 | 2.7% |
| purchase | 121 | 1.1% |
| major | 118 | 1.1% |
| Other values (231) | 955 | 8.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 9497 | |
| i | 9361 | |
| o | 9139 | |
| t | 7249 | 8.3% |
| e | 6824 | 7.8% |
| 5802 | 6.6% | |
| a | 5623 | 6.4% |
| c | 5142 | 5.9% |
| d | 5104 | 5.8% |
| r | 4304 | 4.9% |
| Other values (54) | 19365 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 76312 | |
| Space Separator | 5802 | 6.6% |
| Uppercase Letter | 5255 | 6.0% |
| Other Punctuation | 21 | < 0.1% |
| Decimal Number | 14 | < 0.1% |
| Dash Punctuation | 4 | < 0.1% |
| Close Punctuation | 2 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 9497 | |
| i | 9361 | |
| o | 9139 | |
| t | 7249 | |
| e | 6824 | |
| a | 5623 | |
| c | 5142 | |
| d | 5104 | |
| r | 4304 | 5.6% |
| s | 3208 | 4.2% |
| Other values (16) | 10861 |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 2683 | |
| C | 1279 | |
| H | 318 | 6.1% |
| O | 315 | 6.0% |
| M | 240 | 4.6% |
| L | 73 | 1.4% |
| B | 58 | 1.1% |
| P | 45 | 0.9% |
| V | 38 | 0.7% |
| R | 33 | 0.6% |
| Other values (12) | 173 | 3.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 7 | |
| & | 5 | |
| / | 4 | |
| : | 2 | 9.5% |
| ! | 1 | 4.8% |
| % | 1 | 4.8% |
| ' | 1 | 4.8% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 5 | |
| 2 | 3 | |
| 0 | 2 | 14.3% |
| 8 | 2 | 14.3% |
| 4 | 1 | 7.1% |
| 3 | 1 | 7.1% |
Space Separator
| Value | Count | Frequency (%) |
| 5802 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 4 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 81567 | |
| Common | 5843 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 9497 | |
| i | 9361 | |
| o | 9139 | |
| t | 7249 | |
| e | 6824 | |
| a | 5623 | 6.9% |
| c | 5142 | 6.3% |
| d | 5104 | 6.3% |
| r | 4304 | 5.3% |
| s | 3208 | 3.9% |
| Other values (38) | 16116 |
Common
| Value | Count | Frequency (%) |
| 5802 | ||
| . | 7 | 0.1% |
| 1 | 5 | 0.1% |
| & | 5 | 0.1% |
| / | 4 | 0.1% |
| - | 4 | 0.1% |
| 2 | 3 | 0.1% |
| : | 2 | < 0.1% |
| ) | 2 | < 0.1% |
| 0 | 2 | < 0.1% |
| Other values (6) | 7 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 87410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 9497 | |
| i | 9361 | |
| o | 9139 | |
| t | 7249 | 8.3% |
| e | 6824 | 7.8% |
| 5802 | 6.6% | |
| a | 5623 | 6.4% |
| c | 5142 | 5.9% |
| d | 5104 | 5.8% |
| r | 4304 | 4.9% |
| Other values (54) | 19365 |
zip_code
Categorical
| Distinct | 711 |
|---|---|
| Distinct (%) | 14.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 945xx | 57 |
|---|---|
| 112xx | 54 |
| 606xx | 50 |
| 750xx | 47 |
| 300xx | 46 |
| Other values (706) |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 25000 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 133 ? |
|---|---|
| Unique (%) | 2.7% |
Sample
| 1st row | 705xx |
|---|---|
| 2nd row | 301xx |
| 3rd row | 553xx |
| 4th row | 070xx |
| 5th row | 159xx |
Common Values
| Value | Count | Frequency (%) |
| 945xx | 57 | 1.1% |
| 112xx | 54 | 1.1% |
| 606xx | 50 | 1.0% |
| 750xx | 47 | 0.9% |
| 300xx | 46 | 0.9% |
| 891xx | 44 | 0.9% |
| 917xx | 42 | 0.8% |
| 770xx | 41 | 0.8% |
| 330xx | 40 | 0.8% |
| 100xx | 37 | 0.7% |
| Other values (701) | 4542 |
Length
| Value | Count | Frequency (%) |
| 945xx | 57 | 1.1% |
| 112xx | 54 | 1.1% |
| 606xx | 50 | 1.0% |
| 750xx | 47 | 0.9% |
| 300xx | 46 | 0.9% |
| 891xx | 44 | 0.9% |
| 917xx | 42 | 0.8% |
| 770xx | 41 | 0.8% |
| 330xx | 40 | 0.8% |
| 070xx | 37 | 0.7% |
| Other values (701) | 4542 |
Most occurring characters
| Value | Count | Frequency (%) |
| x | 10000 | |
| 0 | 2194 | 8.8% |
| 1 | 1786 | 7.1% |
| 3 | 1678 | 6.7% |
| 2 | 1526 | 6.1% |
| 9 | 1525 | 6.1% |
| 7 | 1513 | 6.1% |
| 4 | 1273 | 5.1% |
| 8 | 1244 | 5.0% |
| 5 | 1177 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 15000 | |
| Lowercase Letter | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2194 | |
| 1 | 1786 | |
| 3 | 1678 | |
| 2 | 1526 | |
| 9 | 1525 | |
| 7 | 1513 | |
| 4 | 1273 | |
| 8 | 1244 | |
| 5 | 1177 | |
| 6 | 1084 |
Lowercase Letter
| Value | Count | Frequency (%) |
| x | 10000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 15000 | |
| Latin | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2194 | |
| 1 | 1786 | |
| 3 | 1678 | |
| 2 | 1526 | |
| 9 | 1525 | |
| 7 | 1513 | |
| 4 | 1273 | |
| 8 | 1244 | |
| 5 | 1177 | |
| 6 | 1084 |
Latin
| Value | Count | Frequency (%) |
| x | 10000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| x | 10000 | |
| 0 | 2194 | 8.8% |
| 1 | 1786 | 7.1% |
| 3 | 1678 | 6.7% |
| 2 | 1526 | 6.1% |
| 9 | 1525 | 6.1% |
| 7 | 1513 | 6.1% |
| 4 | 1273 | 5.1% |
| 8 | 1244 | 5.0% |
| 5 | 1177 | 4.7% |
addr_state
Categorical
| Distinct | 50 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| CA | |
|---|---|
| NY | |
| TX | |
| FL | |
| IL | 204 |
| Other values (45) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | LA |
|---|---|
| 2nd row | GA |
| 3rd row | MN |
| 4th row | NJ |
| 5th row | PA |
Common Values
| Value | Count | Frequency (%) |
| CA | 733 | 14.7% |
| NY | 418 | 8.4% |
| TX | 397 | 7.9% |
| FL | 342 | 6.8% |
| IL | 204 | 4.1% |
| NJ | 184 | 3.7% |
| GA | 168 | 3.4% |
| PA | 162 | 3.2% |
| OH | 162 | 3.2% |
| VA | 148 | 3.0% |
| Other values (40) | 2082 |
Length
| Value | Count | Frequency (%) |
| ca | 733 | 14.7% |
| ny | 418 | 8.4% |
| tx | 397 | 7.9% |
| fl | 342 | 6.8% |
| il | 204 | 4.1% |
| nj | 184 | 3.7% |
| ga | 168 | 3.4% |
| pa | 162 | 3.2% |
| oh | 162 | 3.2% |
| va | 148 | 3.0% |
| Other values (40) | 2082 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 1699 | |
| N | 1172 | |
| C | 1111 | |
| L | 641 | 6.4% |
| T | 612 | 6.1% |
| M | 606 | 6.1% |
| I | 534 | 5.3% |
| Y | 489 | 4.9% |
| O | 439 | 4.4% |
| X | 397 | 4.0% |
| Other values (14) | 2300 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 10000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 1699 | |
| N | 1172 | |
| C | 1111 | |
| L | 641 | 6.4% |
| T | 612 | 6.1% |
| M | 606 | 6.1% |
| I | 534 | 5.3% |
| Y | 489 | 4.9% |
| O | 439 | 4.4% |
| X | 397 | 4.0% |
| Other values (14) | 2300 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 1699 | |
| N | 1172 | |
| C | 1111 | |
| L | 641 | 6.4% |
| T | 612 | 6.1% |
| M | 606 | 6.1% |
| I | 534 | 5.3% |
| Y | 489 | 4.9% |
| O | 439 | 4.4% |
| X | 397 | 4.0% |
| Other values (14) | 2300 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 1699 | |
| N | 1172 | |
| C | 1111 | |
| L | 641 | 6.4% |
| T | 612 | 6.1% |
| M | 606 | 6.1% |
| I | 534 | 5.3% |
| Y | 489 | 4.9% |
| O | 439 | 4.4% |
| X | 397 | 4.0% |
| Other values (14) | 2300 |
dti
Real number (ℝ)
| Distinct | 2607 |
|---|---|
| Distinct (%) | 52.2% |
| Missing | 3 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.06747248 |
| Minimum | 0 |
|---|---|
| Maximum | 565.85 |
| Zeros | 5 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.966 |
| Q1 | 12.11 |
| median | 17.92 |
| Q3 | 24.77 |
| 95-th percentile | 33.966 |
| Maximum | 565.85 |
| Range | 565.85 |
| Interquartile range (IQR) | 12.66 |
Descriptive statistics
| Standard deviation | 15.11699037 |
|---|---|
| Coefficient of variation (CV) | 0.7928156383 |
| Kurtosis | 589.8467956 |
| Mean | 19.06747248 |
| Median Absolute Deviation (MAD) | 6.26 |
| Skewness | 18.75374497 |
| Sum | 95280.16 |
| Variance | 228.5233978 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12.25 | 10 | 0.2% |
| 18.24 | 9 | 0.2% |
| 13.47 | 8 | 0.2% |
| 15.17 | 7 | 0.1% |
| 14.47 | 7 | 0.1% |
| 15.62 | 7 | 0.1% |
| 15.16 | 7 | 0.1% |
| 11.46 | 7 | 0.1% |
| 14.81 | 7 | 0.1% |
| 21.04 | 7 | 0.1% |
| Other values (2597) | 4921 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.28 | 1 | < 0.1% |
| 0.36 | 1 | < 0.1% |
| 0.43 | 1 | < 0.1% |
| 0.46 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 565.85 | 1 | |
| 466.92 | 1 | |
| 412.07 | 1 | |
| 157.63 | 1 | |
| 131 | 1 |
delinq_2yrs
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3134 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 4067 |
| Zeros (%) | 81.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8780288303 |
|---|---|
| Coefficient of variation (CV) | 2.801623581 |
| Kurtosis | 38.57829573 |
| Mean | 0.3134 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.035250006 |
| Sum | 1567 |
| Variance | 0.7709346269 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4067 | |
| 1 | 617 | 12.3% |
| 2 | 178 | 3.6% |
| 3 | 62 | 1.2% |
| 4 | 34 | 0.7% |
| 5 | 16 | 0.3% |
| 7 | 11 | 0.2% |
| 6 | 10 | 0.2% |
| 11 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Other values (3) | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 4067 | |
| 1 | 617 | 12.3% |
| 2 | 178 | 3.6% |
| 3 | 62 | 1.2% |
| 4 | 34 | 0.7% |
| Value | Count | Frequency (%) |
| 13 | 1 | |
| 12 | 1 | |
| 11 | 1 | |
| 10 | 1 | |
| 9 | 1 |
earliest_cr_line
Categorical
| Distinct | 489 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| Sep-2002 | 39 |
|---|---|
| Nov-2005 | 36 |
| Aug-2003 | 35 |
| Oct-2003 | 35 |
| Jun-2005 | 35 |
| Other values (484) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 40000 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 68 ? |
|---|---|
| Unique (%) | 1.4% |
Sample
| 1st row | Jan-2005 |
|---|---|
| 2nd row | Apr-2004 |
| 3rd row | Aug-2001 |
| 4th row | Jul-1996 |
| 5th row | Oct-1992 |
Common Values
| Value | Count | Frequency (%) |
| Sep-2002 | 39 | 0.8% |
| Nov-2005 | 36 | 0.7% |
| Aug-2003 | 35 | 0.7% |
| Oct-2003 | 35 | 0.7% |
| Jun-2005 | 35 | 0.7% |
| Sep-2005 | 34 | 0.7% |
| Aug-2002 | 33 | 0.7% |
| Mar-2004 | 32 | 0.6% |
| Sep-2003 | 32 | 0.6% |
| Aug-2005 | 32 | 0.6% |
| Other values (479) | 4657 |
Length
| Value | Count | Frequency (%) |
| sep-2002 | 39 | 0.8% |
| nov-2005 | 36 | 0.7% |
| aug-2003 | 35 | 0.7% |
| oct-2003 | 35 | 0.7% |
| jun-2005 | 35 | 0.7% |
| sep-2005 | 34 | 0.7% |
| aug-2002 | 33 | 0.7% |
| jul-2004 | 32 | 0.6% |
| aug-2001 | 32 | 0.6% |
| aug-2005 | 32 | 0.6% |
| Other values (479) | 4657 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5973 | |
| - | 5000 | 12.5% |
| 9 | 4025 | 10.1% |
| 2 | 3413 | 8.5% |
| 1 | 2911 | 7.3% |
| u | 1274 | 3.2% |
| e | 1260 | 3.1% |
| a | 1169 | 2.9% |
| J | 1149 | 2.9% |
| 8 | 908 | 2.3% |
| Other values (23) | 12918 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 20000 | |
| Lowercase Letter | 10000 | |
| Dash Punctuation | 5000 | 12.5% |
| Uppercase Letter | 5000 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 1274 | |
| e | 1260 | |
| a | 1169 | |
| p | 884 | |
| c | 875 | |
| r | 798 | |
| n | 745 | |
| g | 481 | 4.8% |
| t | 468 | 4.7% |
| v | 452 | 4.5% |
| Other values (4) | 1594 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5973 | |
| 9 | 4025 | |
| 2 | 3413 | |
| 1 | 2911 | |
| 8 | 908 | 4.5% |
| 5 | 588 | 2.9% |
| 4 | 559 | 2.8% |
| 7 | 554 | 2.8% |
| 3 | 552 | 2.8% |
| 6 | 517 | 2.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 1149 | |
| A | 858 | |
| M | 813 | |
| S | 507 | |
| O | 468 | |
| N | 452 | 9.0% |
| D | 407 | 8.1% |
| F | 346 | 6.9% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 5000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25000 | |
| Latin | 15000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| u | 1274 | 8.5% |
| e | 1260 | 8.4% |
| a | 1169 | 7.8% |
| J | 1149 | 7.7% |
| p | 884 | 5.9% |
| c | 875 | 5.8% |
| A | 858 | 5.7% |
| M | 813 | 5.4% |
| r | 798 | 5.3% |
| n | 745 | 5.0% |
| Other values (12) | 5175 |
Common
| Value | Count | Frequency (%) |
| 0 | 5973 | |
| - | 5000 | |
| 9 | 4025 | |
| 2 | 3413 | |
| 1 | 2911 | |
| 8 | 908 | 3.6% |
| 5 | 588 | 2.4% |
| 4 | 559 | 2.2% |
| 7 | 554 | 2.2% |
| 3 | 552 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 40000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5973 | |
| - | 5000 | 12.5% |
| 9 | 4025 | 10.1% |
| 2 | 3413 | 8.5% |
| 1 | 2911 | 7.3% |
| u | 1274 | 3.2% |
| e | 1260 | 3.1% |
| a | 1169 | 2.9% |
| J | 1149 | 2.9% |
| 8 | 908 | 2.3% |
| Other values (23) | 12918 |
fico_range_low
Real number (ℝ)
| Distinct | 38 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 698.845 |
| Minimum | 660 |
|---|---|
| Maximum | 845 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 660 |
|---|---|
| 5-th percentile | 660 |
| Q1 | 675 |
| median | 690 |
| Q3 | 715 |
| 95-th percentile | 765 |
| Maximum | 845 |
| Range | 185 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 33.23780867 |
|---|---|
| Coefficient of variation (CV) | 0.04756105957 |
| Kurtosis | 1.410382979 |
| Mean | 698.845 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.201890058 |
| Sum | 3494225 |
| Variance | 1104.751925 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 660 | 433 | 8.7% |
| 670 | 403 | 8.1% |
| 665 | 392 | 7.8% |
| 680 | 364 | 7.3% |
| 675 | 334 | 6.7% |
| 685 | 316 | 6.3% |
| 690 | 316 | 6.3% |
| 700 | 290 | 5.8% |
| 695 | 289 | 5.8% |
| 705 | 247 | 4.9% |
| Other values (28) | 1616 |
| Value | Count | Frequency (%) |
| 660 | 433 | |
| 665 | 392 | |
| 670 | 403 | |
| 675 | 334 | |
| 680 | 364 |
| Value | Count | Frequency (%) |
| 845 | 1 | < 0.1% |
| 840 | 3 | |
| 835 | 3 | |
| 830 | 3 | |
| 825 | 4 |
fico_range_high
Real number (ℝ)
| Distinct | 38 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 702.8452 |
| Minimum | 664 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 664 |
|---|---|
| 5-th percentile | 664 |
| Q1 | 679 |
| median | 694 |
| Q3 | 719 |
| 95-th percentile | 769 |
| Maximum | 850 |
| Range | 186 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 33.2386913 |
|---|---|
| Coefficient of variation (CV) | 0.04729162452 |
| Kurtosis | 1.411955623 |
| Mean | 702.8452 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.202127878 |
| Sum | 3514226 |
| Variance | 1104.810599 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 664 | 433 | 8.7% |
| 674 | 403 | 8.1% |
| 669 | 392 | 7.8% |
| 684 | 364 | 7.3% |
| 679 | 334 | 6.7% |
| 689 | 316 | 6.3% |
| 694 | 316 | 6.3% |
| 704 | 290 | 5.8% |
| 699 | 289 | 5.8% |
| 709 | 247 | 4.9% |
| Other values (28) | 1616 |
| Value | Count | Frequency (%) |
| 664 | 433 | |
| 669 | 392 | |
| 674 | 403 | |
| 679 | 334 | |
| 684 | 364 |
| Value | Count | Frequency (%) |
| 850 | 1 | < 0.1% |
| 844 | 3 | |
| 839 | 3 | |
| 834 | 3 | |
| 829 | 4 |
inq_last_6mths
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5578 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3053 |
| Zeros (%) | 61.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8416655156 |
|---|---|
| Coefficient of variation (CV) | 1.508901964 |
| Kurtosis | 3.65907758 |
| Mean | 0.5578 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.779295801 |
| Sum | 2789 |
| Variance | 0.7084008402 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3053 | |
| 1 | 1346 | |
| 2 | 417 | 8.3% |
| 3 | 141 | 2.8% |
| 4 | 29 | 0.6% |
| 5 | 14 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 3053 | |
| 1 | 1346 | |
| 2 | 417 | 8.3% |
| 3 | 141 | 2.8% |
| 4 | 29 | 0.6% |
| Value | Count | Frequency (%) |
| 5 | 14 | 0.3% |
| 4 | 29 | 0.6% |
| 3 | 141 | 2.8% |
| 2 | 417 | 8.3% |
| 1 | 1346 |
mths_since_last_delinq
Real number (ℝ)
| Distinct | 94 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 2556 |
| Missing (%) | 51.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.48076923 |
| Minimum | 0 |
|---|---|
| Maximum | 113 |
| Zeros | 5 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 16 |
| median | 31 |
| Q3 | 50.25 |
| 95-th percentile | 74 |
| Maximum | 113 |
| Range | 113 |
| Interquartile range (IQR) | 34.25 |
Descriptive statistics
| Standard deviation | 21.83246686 |
|---|---|
| Coefficient of variation (CV) | 0.6331780684 |
| Kurtosis | -0.7364621882 |
| Mean | 34.48076923 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.4733855051 |
| Sum | 84271 |
| Variance | 476.6566092 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 55 | 1.1% |
| 13 | 52 | 1.0% |
| 28 | 52 | 1.0% |
| 12 | 50 | 1.0% |
| 22 | 49 | 1.0% |
| 15 | 48 | 1.0% |
| 6 | 47 | 0.9% |
| 17 | 46 | 0.9% |
| 31 | 46 | 0.9% |
| 19 | 45 | 0.9% |
| Other values (84) | 1954 | |
| (Missing) | 2556 |
| Value | Count | Frequency (%) |
| 0 | 5 | 0.1% |
| 1 | 17 | |
| 2 | 18 | |
| 3 | 24 | |
| 4 | 34 |
| Value | Count | Frequency (%) |
| 113 | 1 | |
| 100 | 1 | |
| 97 | 1 | |
| 94 | 2 | |
| 93 | 1 |
mths_since_last_record
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 111 |
|---|---|
| Distinct (%) | 14.2% |
| Missing | 4220 |
| Missing (%) | 84.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.88076923 |
| Minimum | 0 |
|---|---|
| Maximum | 120 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 57 |
| median | 74 |
| Q3 | 94 |
| 95-th percentile | 114 |
| Maximum | 120 |
| Range | 120 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 25.70360113 |
|---|---|
| Coefficient of variation (CV) | 0.3479065175 |
| Kurtosis | -0.4176827651 |
| Mean | 73.88076923 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.3001895758 |
| Sum | 57627 |
| Variance | 660.6751111 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 62 | 18 | 0.4% |
| 81 | 17 | 0.3% |
| 67 | 17 | 0.3% |
| 74 | 16 | 0.3% |
| 72 | 15 | 0.3% |
| 78 | 15 | 0.3% |
| 80 | 14 | 0.3% |
| 71 | 14 | 0.3% |
| 90 | 14 | 0.3% |
| 56 | 14 | 0.3% |
| Other values (101) | 626 | 12.5% |
| (Missing) | 4220 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 8 | 1 |
| Value | Count | Frequency (%) |
| 120 | 1 | < 0.1% |
| 119 | 3 | 0.1% |
| 118 | 2 | < 0.1% |
| 117 | 13 | |
| 116 | 7 |
open_acc
Real number (ℝ)
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.5914 |
| Minimum | 1 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 56 |
| Range | 55 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.631908177 |
|---|---|
| Coefficient of variation (CV) | 0.4858695393 |
| Kurtosis | 3.224286909 |
| Mean | 11.5914 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.326342014 |
| Sum | 57957 |
| Variance | 31.71838972 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 455 | 9.1% |
| 8 | 446 | 8.9% |
| 10 | 414 | 8.3% |
| 11 | 382 | 7.6% |
| 7 | 380 | 7.6% |
| 12 | 326 | 6.5% |
| 13 | 311 | 6.2% |
| 6 | 303 | 6.1% |
| 14 | 270 | 5.4% |
| 5 | 240 | 4.8% |
| Other values (34) | 1473 |
| Value | Count | Frequency (%) |
| 1 | 5 | 0.1% |
| 2 | 16 | 0.3% |
| 3 | 74 | 1.5% |
| 4 | 156 | |
| 5 | 240 |
| Value | Count | Frequency (%) |
| 56 | 1 | |
| 47 | 1 | |
| 45 | 1 | |
| 43 | 1 | |
| 42 | 1 |
pub_rec
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1946 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 4221 |
| Zeros (%) | 84.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5381345164 |
|---|---|
| Coefficient of variation (CV) | 2.765336672 |
| Kurtosis | 31.33751439 |
| Mean | 0.1946 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.477871315 |
| Sum | 973 |
| Variance | 0.2895887578 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4221 | |
| 1 | 662 | 13.2% |
| 2 | 75 | 1.5% |
| 3 | 25 | 0.5% |
| 4 | 6 | 0.1% |
| 5 | 5 | 0.1% |
| 6 | 5 | 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 4221 | |
| 1 | 662 | 13.2% |
| 2 | 75 | 1.5% |
| 3 | 25 | 0.5% |
| 4 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 5 | 0.1% |
| 5 | 5 | 0.1% |
| 4 | 6 | 0.1% |
| 3 | 25 |
revol_bal
Real number (ℝ)
| Distinct | 4619 |
|---|---|
| Distinct (%) | 92.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16980.4988 |
| Minimum | 0 |
|---|---|
| Maximum | 364270 |
| Zeros | 25 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1619.9 |
| Q1 | 5942 |
| median | 11549.5 |
| Q3 | 20667.5 |
| 95-th percentile | 45696.6 |
| Maximum | 364270 |
| Range | 364270 |
| Interquartile range (IQR) | 14725.5 |
Descriptive statistics
| Standard deviation | 21555.93003 |
|---|---|
| Coefficient of variation (CV) | 1.26945211 |
| Kurtosis | 51.72925879 |
| Mean | 16980.4988 |
| Median Absolute Deviation (MAD) | 6543 |
| Skewness | 5.610626518 |
| Sum | 84902494 |
| Variance | 464658119.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 25 | 0.5% |
| 4770 | 4 | 0.1% |
| 5305 | 3 | 0.1% |
| 15772 | 3 | 0.1% |
| 5749 | 3 | 0.1% |
| 6956 | 3 | 0.1% |
| 16655 | 3 | 0.1% |
| 5470 | 3 | 0.1% |
| 2801 | 3 | 0.1% |
| 5829 | 3 | 0.1% |
| Other values (4609) | 4947 |
| Value | Count | Frequency (%) |
| 0 | 25 | |
| 5 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 364270 | 1 | |
| 322318 | 1 | |
| 276543 | 1 | |
| 266867 | 1 | |
| 255805 | 1 |
revol_util
Real number (ℝ)
| Distinct | 989 |
|---|---|
| Distinct (%) | 19.8% |
| Missing | 4 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.34429544 |
| Minimum | 0 |
|---|---|
| Maximum | 114.7 |
| Zeros | 26 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.4 |
| Q1 | 31.5 |
| median | 50 |
| Q3 | 69.925 |
| 95-th percentile | 91.325 |
| Maximum | 114.7 |
| Range | 114.7 |
| Interquartile range (IQR) | 38.425 |
Descriptive statistics
| Standard deviation | 24.84128553 |
|---|---|
| Coefficient of variation (CV) | 0.4934280104 |
| Kurtosis | -0.857571639 |
| Mean | 50.34429544 |
| Median Absolute Deviation (MAD) | 19.2 |
| Skewness | -0.006564710598 |
| Sum | 251520.1 |
| Variance | 617.089467 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 26 | 0.5% |
| 35 | 15 | 0.3% |
| 47.2 | 15 | 0.3% |
| 39 | 14 | 0.3% |
| 70 | 14 | 0.3% |
| 41.4 | 14 | 0.3% |
| 78.9 | 14 | 0.3% |
| 52.7 | 14 | 0.3% |
| 38 | 13 | 0.3% |
| 59.2 | 13 | 0.3% |
| Other values (979) | 4844 |
| Value | Count | Frequency (%) |
| 0 | 26 | |
| 0.1 | 1 | < 0.1% |
| 0.2 | 4 | 0.1% |
| 0.3 | 6 | 0.1% |
| 0.4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 114.7 | 1 | |
| 107.4 | 1 | |
| 105.4 | 1 | |
| 102.6 | 1 | |
| 102.5 | 1 |
total_acc
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.9644 |
| Minimum | 2 |
|---|---|
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 15 |
| median | 22 |
| Q3 | 30 |
| 95-th percentile | 47 |
| Maximum | 89 |
| Range | 87 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 11.80709169 |
|---|---|
| Coefficient of variation (CV) | 0.4926929816 |
| Kurtosis | 1.319153068 |
| Mean | 23.9644 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.9766833596 |
| Sum | 119822 |
| Variance | 139.4074141 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19 | 194 | 3.9% |
| 16 | 192 | 3.8% |
| 14 | 191 | 3.8% |
| 18 | 190 | 3.8% |
| 22 | 187 | 3.7% |
| 17 | 181 | 3.6% |
| 24 | 181 | 3.6% |
| 15 | 171 | 3.4% |
| 23 | 170 | 3.4% |
| 20 | 169 | 3.4% |
| Other values (68) | 3174 |
| Value | Count | Frequency (%) |
| 2 | 3 | 0.1% |
| 3 | 11 | 0.2% |
| 4 | 24 | |
| 5 | 33 | |
| 6 | 37 |
| Value | Count | Frequency (%) |
| 89 | 1 | |
| 88 | 1 | |
| 82 | 1 | |
| 80 | 1 | |
| 78 | 1 |
initial_list_status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| w | |
|---|---|
| f |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 5000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | w |
|---|---|
| 2nd row | w |
| 3rd row | w |
| 4th row | f |
| 5th row | w |
Common Values
| Value | Count | Frequency (%) |
| w | 3458 | |
| f | 1542 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| w | 3458 | |
| f | 1542 |
Most occurring characters
| Value | Count | Frequency (%) |
| w | 3458 | |
| f | 1542 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5000 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| w | 3458 | |
| f | 1542 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| w | 3458 | |
| f | 1542 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| w | 3458 | |
| f | 1542 |
out_prncp
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 2086 |
|---|---|
| Distinct (%) | 41.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4383.980162 |
| Minimum | 0 |
|---|---|
| Maximum | 38981.88 |
| Zeros | 2872 |
| Zeros (%) | 57.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6464.28 |
| 95-th percentile | 21103.768 |
| Maximum | 38981.88 |
| Range | 38981.88 |
| Interquartile range (IQR) | 6464.28 |
Descriptive statistics
| Standard deviation | 7446.874754 |
|---|---|
| Coefficient of variation (CV) | 1.698656125 |
| Kurtosis | 3.881326773 |
| Mean | 4383.980162 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.033006782 |
| Sum | 21919900.81 |
| Variance | 55455943.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2872 | |
| 4812.75 | 3 | 0.1% |
| 7021.05 | 3 | 0.1% |
| 9326.86 | 2 | < 0.1% |
| 15293.93 | 2 | < 0.1% |
| 4502.23 | 2 | < 0.1% |
| 8173.58 | 2 | < 0.1% |
| 6068.03 | 2 | < 0.1% |
| 9238.49 | 2 | < 0.1% |
| 9063.29 | 2 | < 0.1% |
| Other values (2076) | 2108 |
| Value | Count | Frequency (%) |
| 0 | 2872 | |
| 0.5 | 1 | < 0.1% |
| 2.73 | 1 | < 0.1% |
| 6.33 | 1 | < 0.1% |
| 7.22 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 38981.88 | 1 | |
| 38508.17 | 1 | |
| 38160.4 | 1 | |
| 37598.13 | 1 | |
| 37472.22 | 1 |
out_prncp_inv
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 2092 |
|---|---|
| Distinct (%) | 41.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4382.858138 |
| Minimum | 0 |
|---|---|
| Maximum | 38981.88 |
| Zeros | 2872 |
| Zeros (%) | 57.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6464.28 |
| 95-th percentile | 21103.768 |
| Maximum | 38981.88 |
| Range | 38981.88 |
| Interquartile range (IQR) | 6464.28 |
Descriptive statistics
| Standard deviation | 7445.368689 |
|---|---|
| Coefficient of variation (CV) | 1.69874736 |
| Kurtosis | 3.882636797 |
| Mean | 4382.858138 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.033241984 |
| Sum | 21914290.69 |
| Variance | 55433514.92 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2872 | |
| 4812.75 | 3 | 0.1% |
| 7021.05 | 3 | 0.1% |
| 1219.77 | 2 | < 0.1% |
| 4502.23 | 2 | < 0.1% |
| 8457.66 | 2 | < 0.1% |
| 9063.29 | 2 | < 0.1% |
| 8173.58 | 2 | < 0.1% |
| 12637.97 | 2 | < 0.1% |
| 8196.01 | 2 | < 0.1% |
| Other values (2082) | 2108 |
| Value | Count | Frequency (%) |
| 0 | 2872 | |
| 0.5 | 1 | < 0.1% |
| 2.73 | 1 | < 0.1% |
| 6.33 | 1 | < 0.1% |
| 7.22 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 38981.88 | 1 | |
| 38508.17 | 1 | |
| 38160.4 | 1 | |
| 37598.13 | 1 | |
| 37472.22 | 1 |
total_pymnt
Real number (ℝ)
| Distinct | 4979 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11982.34895 |
| Minimum | 0 |
|---|---|
| Maximum | 59538.05303 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1382.4015 |
| Q1 | 4614.225 |
| median | 9172.285 |
| Q3 | 16550.46436 |
| 95-th percentile | 32900.10795 |
| Maximum | 59538.05303 |
| Range | 59538.05303 |
| Interquartile range (IQR) | 11936.23936 |
Descriptive statistics
| Standard deviation | 9935.192714 |
|---|---|
| Coefficient of variation (CV) | 0.8291523435 |
| Kurtosis | 1.614727716 |
| Mean | 11982.34895 |
| Median Absolute Deviation (MAD) | 5419.619034 |
| Skewness | 1.343240727 |
| Sum | 59911744.75 |
| Variance | 98708054.25 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4283.83 | 3 | 0.1% |
| 2832.39 | 2 | < 0.1% |
| 6932.32 | 2 | < 0.1% |
| 2126.25 | 2 | < 0.1% |
| 1520.21 | 2 | < 0.1% |
| 18000 | 2 | < 0.1% |
| 3916.98 | 2 | < 0.1% |
| 4724.9 | 2 | < 0.1% |
| 4916.27 | 2 | < 0.1% |
| 7376.17 | 2 | < 0.1% |
| Other values (4969) | 4979 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 171.25 | 1 | |
| 210.2 | 1 | |
| 218.45 | 1 | |
| 229.62 | 1 |
| Value | Count | Frequency (%) |
| 59538.05303 | 1 | |
| 58299.05994 | 1 | |
| 57716.29985 | 1 | |
| 56666.22584 | 1 | |
| 53749.39982 | 1 |
total_pymnt_inv
Real number (ℝ)
| Distinct | 4971 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11973.05408 |
| Minimum | 0 |
|---|---|
| Maximum | 59538.05 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1377.595 |
| Q1 | 4613.11 |
| median | 9159.83 |
| Q3 | 16548.3175 |
| 95-th percentile | 32900.1065 |
| Maximum | 59538.05 |
| Range | 59538.05 |
| Interquartile range (IQR) | 11935.2075 |
Descriptive statistics
| Standard deviation | 9932.066043 |
|---|---|
| Coefficient of variation (CV) | 0.8295348852 |
| Kurtosis | 1.615774336 |
| Mean | 11973.05408 |
| Median Absolute Deviation (MAD) | 5414.89 |
| Skewness | 1.343926162 |
| Sum | 59865270.41 |
| Variance | 98645935.89 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4283.83 | 3 | 0.1% |
| 7042.39 | 3 | 0.1% |
| 4724.9 | 2 | < 0.1% |
| 41522.91 | 2 | < 0.1% |
| 2809.19 | 2 | < 0.1% |
| 2832.39 | 2 | < 0.1% |
| 2126.25 | 2 | < 0.1% |
| 1520.21 | 2 | < 0.1% |
| 3916.98 | 2 | < 0.1% |
| 5473.42 | 2 | < 0.1% |
| Other values (4961) | 4978 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 171.25 | 1 | |
| 210.2 | 1 | |
| 218.45 | 1 | |
| 229.62 | 1 |
| Value | Count | Frequency (%) |
| 59538.05 | 1 | |
| 58299.06 | 1 | |
| 57633.85 | 1 | |
| 56666.23 | 1 | |
| 53749.4 | 1 |
total_rec_prncp
Real number (ℝ)
| Distinct | 3122 |
|---|---|
| Distinct (%) | 62.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9331.934926 |
| Minimum | 0 |
|---|---|
| Maximum | 40000 |
| Zeros | 6 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 850.128 |
| Q1 | 3000 |
| median | 6615.93 |
| Q3 | 13041.685 |
| 95-th percentile | 27000 |
| Maximum | 40000 |
| Range | 40000 |
| Interquartile range (IQR) | 10041.685 |
Descriptive statistics
| Standard deviation | 8292.918847 |
|---|---|
| Coefficient of variation (CV) | 0.8886601667 |
| Kurtosis | 1.415348035 |
| Mean | 9331.934926 |
| Median Absolute Deviation (MAD) | 4319.075 |
| Skewness | 1.342716811 |
| Sum | 46659674.63 |
| Variance | 68772503 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 157 | 3.1% |
| 12000 | 127 | 2.5% |
| 15000 | 117 | 2.3% |
| 20000 | 109 | 2.2% |
| 5000 | 105 | 2.1% |
| 35000 | 89 | 1.8% |
| 8000 | 86 | 1.7% |
| 6000 | 77 | 1.5% |
| 16000 | 59 | 1.2% |
| 24000 | 55 | 1.1% |
| Other values (3112) | 4019 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 114.49 | 1 | < 0.1% |
| 118.81 | 1 | < 0.1% |
| 148.51 | 1 | < 0.1% |
| 151.71 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 16 | |
| 38400 | 1 | < 0.1% |
| 38000 | 1 | < 0.1% |
| 36318.79 | 1 | < 0.1% |
| 36250 | 1 | < 0.1% |
total_rec_int
Real number (ℝ)
| Distinct | 4944 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2491.426416 |
| Minimum | 0 |
|---|---|
| Maximum | 26216.92 |
| Zeros | 8 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 214.5955 |
| Q1 | 739.1425 |
| median | 1537.7 |
| Q3 | 3238.1075 |
| 95-th percentile | 8038.633 |
| Maximum | 26216.92 |
| Range | 26216.92 |
| Interquartile range (IQR) | 2498.965 |
Descriptive statistics
| Standard deviation | 2755.913306 |
|---|---|
| Coefficient of variation (CV) | 1.106158821 |
| Kurtosis | 9.706174924 |
| Mean | 2491.426416 |
| Median Absolute Deviation (MAD) | 982.925 |
| Skewness | 2.573531135 |
| Sum | 12457132.08 |
| Variance | 7595058.149 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8 | 0.2% |
| 1096.58 | 3 | 0.1% |
| 620.2 | 3 | 0.1% |
| 1442.26 | 2 | < 0.1% |
| 637.96 | 2 | < 0.1% |
| 679.89 | 2 | < 0.1% |
| 5595.54 | 2 | < 0.1% |
| 56.76 | 2 | < 0.1% |
| 234.48 | 2 | < 0.1% |
| 538.29 | 2 | < 0.1% |
| Other values (4934) | 4972 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 0.84 | 1 | < 0.1% |
| 1.8 | 1 | < 0.1% |
| 2.21 | 1 | < 0.1% |
| 2.52 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 26216.92 | 1 | |
| 24999.06 | 1 | |
| 24538.05 | 1 | |
| 22716.3 | 1 | |
| 22305.91 | 1 |
total_rec_late_fee
Real number (ℝ)
| Distinct | 165 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.852191354 |
| Minimum | 0 |
|---|---|
| Maximum | 274 |
| Zeros | 4775 |
| Zeros (%) | 95.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 274 |
| Range | 274 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 12.54220949 |
|---|---|
| Coefficient of variation (CV) | 6.771551685 |
| Kurtosis | 205.0684908 |
| Mean | 1.852191354 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.41457103 |
| Sum | 9260.956771 |
| Variance | 157.3070188 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4775 | |
| 15 | 48 | 1.0% |
| 30 | 10 | 0.2% |
| 18.07 | 3 | 0.1% |
| 45 | 2 | < 0.1% |
| 31.65 | 2 | < 0.1% |
| 23.26 | 2 | < 0.1% |
| 19.28 | 1 | < 0.1% |
| 25.76 | 1 | < 0.1% |
| 29.4 | 1 | < 0.1% |
| Other values (155) | 155 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 4775 | |
| 15 | 48 | 1.0% |
| 15 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 274 | 1 | |
| 268.8 | 1 | |
| 263.75 | 1 | |
| 256.3 | 1 | |
| 203.28 | 1 |
recoveries
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 443 |
|---|---|
| Distinct (%) | 8.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 157.135486 |
| Minimum | 0 |
|---|---|
| Maximum | 11443.52 |
| Zeros | 4552 |
| Zeros (%) | 91.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1066.866 |
| Maximum | 11443.52 |
| Range | 11443.52 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 703.2547343 |
|---|---|
| Coefficient of variation (CV) | 4.475467332 |
| Kurtosis | 55.91781629 |
| Mean | 157.135486 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.563219971 |
| Sum | 785677.43 |
| Variance | 494567.2214 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4552 | |
| 50 | 3 | 0.1% |
| 47.97 | 2 | < 0.1% |
| 1600 | 2 | < 0.1% |
| 150 | 2 | < 0.1% |
| 250 | 2 | < 0.1% |
| 1441.68 | 1 | < 0.1% |
| 1188.01 | 1 | < 0.1% |
| 1039.46 | 1 | < 0.1% |
| 1738.23 | 1 | < 0.1% |
| Other values (433) | 433 | 8.7% |
| Value | Count | Frequency (%) |
| 0 | 4552 | |
| 0.06 | 1 | < 0.1% |
| 0.36 | 1 | < 0.1% |
| 0.43 | 1 | < 0.1% |
| 0.98 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 11443.52 | 1 | |
| 9250 | 1 | |
| 9100 | 1 | |
| 8300 | 1 | |
| 7619.85 | 1 |
collection_recovery_fee
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 432 |
|---|---|
| Distinct (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.59876504 |
| Minimum | 0 |
|---|---|
| Maximum | 2059.8336 |
| Zeros | 4567 |
| Zeros (%) | 91.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 179.68428 |
| Maximum | 2059.8336 |
| Range | 2059.8336 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 122.8311303 |
|---|---|
| Coefficient of variation (CV) | 4.617926063 |
| Kurtosis | 62.12947805 |
| Mean | 26.59876504 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.907627869 |
| Sum | 132993.8252 |
| Variance | 15087.48658 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4567 | |
| 9 | 2 | < 0.1% |
| 45 | 2 | < 0.1% |
| 417.5748 | 1 | < 0.1% |
| 187.1028 | 1 | < 0.1% |
| 312.8814 | 1 | < 0.1% |
| 546.4098 | 1 | < 0.1% |
| 122.8068 | 1 | < 0.1% |
| 164.0484 | 1 | < 0.1% |
| 440.6598 | 1 | < 0.1% |
| Other values (422) | 422 | 8.4% |
| Value | Count | Frequency (%) |
| 0 | 4567 | |
| 0.8648 | 1 | < 0.1% |
| 0.8939 | 1 | < 0.1% |
| 1.45 | 1 | < 0.1% |
| 2.419200003 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2059.8336 | 1 | |
| 1665 | 1 | |
| 1638 | 1 | |
| 1494 | 1 | |
| 1371.573 | 1 |
last_pymnt_d
Categorical
HIGH CARDINALITY  HIGH CORRELATION 
| Distinct | 91 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 6 |
| Missing (%) | 0.1% |
| Memory size | 78.1 KiB |
| Mar-2019 | |
|---|---|
| Feb-2019 | 220 |
| Feb-2018 | 87 |
| Aug-2017 | 86 |
| Apr-2018 | 86 |
| Other values (86) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 39952 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 7 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Mar-2019 |
|---|---|
| 2nd row | Aug-2018 |
| 3rd row | Mar-2019 |
| 4th row | Jan-2019 |
| 5th row | Nov-2018 |
Common Values
| Value | Count | Frequency (%) |
| Mar-2019 | 2005 | |
| Feb-2019 | 220 | 4.4% |
| Feb-2018 | 87 | 1.7% |
| Aug-2017 | 86 | 1.7% |
| Apr-2018 | 86 | 1.7% |
| Aug-2018 | 83 | 1.7% |
| Jul-2018 | 82 | 1.6% |
| Mar-2018 | 81 | 1.6% |
| Nov-2018 | 80 | 1.6% |
| Jan-2018 | 78 | 1.6% |
| Other values (81) | 2106 |
Length
| Value | Count | Frequency (%) |
| mar-2019 | 2005 | |
| feb-2019 | 220 | 4.4% |
| feb-2018 | 87 | 1.7% |
| aug-2017 | 86 | 1.7% |
| apr-2018 | 86 | 1.7% |
| aug-2018 | 83 | 1.7% |
| jul-2018 | 82 | 1.6% |
| mar-2018 | 81 | 1.6% |
| nov-2018 | 80 | 1.6% |
| jan-2018 | 78 | 1.6% |
| Other values (81) | 2106 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 5016 | |
| 1 | 5001 | |
| 0 | 4998 | |
| - | 4994 | |
| a | 2687 | 6.7% |
| r | 2432 | 6.1% |
| M | 2426 | 6.1% |
| 9 | 2301 | 5.8% |
| 8 | 917 | 2.3% |
| e | 895 | 2.2% |
| Other values (23) | 8285 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 19976 | |
| Lowercase Letter | 9988 | |
| Dash Punctuation | 4994 | 12.5% |
| Uppercase Letter | 4994 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 2687 | |
| r | 2432 | |
| e | 895 | 9.0% |
| u | 719 | 7.2% |
| n | 482 | 4.8% |
| c | 479 | 4.8% |
| b | 432 | 4.3% |
| p | 406 | 4.1% |
| g | 276 | 2.8% |
| o | 271 | 2.7% |
| Other values (4) | 909 | 9.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 5016 | |
| 1 | 5001 | |
| 0 | 4998 | |
| 9 | 2301 | |
| 8 | 917 | 4.6% |
| 7 | 742 | 3.7% |
| 6 | 528 | 2.6% |
| 5 | 325 | 1.6% |
| 4 | 104 | 0.5% |
| 3 | 44 | 0.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 2426 | |
| J | 704 | 14.1% |
| A | 468 | 9.4% |
| F | 432 | 8.7% |
| N | 271 | 5.4% |
| D | 249 | 5.0% |
| O | 230 | 4.6% |
| S | 214 | 4.3% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 4994 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 24970 | |
| Latin | 14982 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 2687 | |
| r | 2432 | |
| M | 2426 | |
| e | 895 | 6.0% |
| u | 719 | 4.8% |
| J | 704 | 4.7% |
| n | 482 | 3.2% |
| c | 479 | 3.2% |
| A | 468 | 3.1% |
| b | 432 | 2.9% |
| Other values (12) | 3258 |
Common
| Value | Count | Frequency (%) |
| 2 | 5016 | |
| 1 | 5001 | |
| 0 | 4998 | |
| - | 4994 | |
| 9 | 2301 | |
| 8 | 917 | 3.7% |
| 7 | 742 | 3.0% |
| 6 | 528 | 2.1% |
| 5 | 325 | 1.3% |
| 4 | 104 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 39952 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 5016 | |
| 1 | 5001 | |
| 0 | 4998 | |
| - | 4994 | |
| a | 2687 | 6.7% |
| r | 2432 | 6.1% |
| M | 2426 | 6.1% |
| 9 | 2301 | 5.8% |
| 8 | 917 | 2.3% |
| e | 895 | 2.2% |
| Other values (23) | 8285 |
last_pymnt_amnt
Real number (ℝ)
| Distinct | 4472 |
|---|---|
| Distinct (%) | 89.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3202.836304 |
| Minimum | 0 |
|---|---|
| Maximum | 40351.17 |
| Zeros | 8 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 98.776 |
| Q1 | 301.9825 |
| median | 570.365 |
| Q3 | 3182.15 |
| 95-th percentile | 15727.875 |
| Maximum | 40351.17 |
| Range | 40351.17 |
| Interquartile range (IQR) | 2880.1675 |
Descriptive statistics
| Standard deviation | 5821.191655 |
|---|---|
| Coefficient of variation (CV) | 1.81751145 |
| Kurtosis | 8.469177842 |
| Mean | 3202.836304 |
| Median Absolute Deviation (MAD) | 356.995 |
| Skewness | 2.756012511 |
| Sum | 16014181.52 |
| Variance | 33886272.28 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50 | 8 | 0.2% |
| 0 | 8 | 0.2% |
| 326.97 | 6 | 0.1% |
| 304.72 | 6 | 0.1% |
| 500 | 5 | 0.1% |
| 301.15 | 5 | 0.1% |
| 307.27 | 5 | 0.1% |
| 339.31 | 5 | 0.1% |
| 324.65 | 5 | 0.1% |
| 541.42 | 5 | 0.1% |
| Other values (4462) | 4942 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 0.11 | 1 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.42 | 1 | < 0.1% |
| 0.49 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40351.17 | 1 | |
| 40194.25 | 1 | |
| 38562.32 | 1 | |
| 38546.99 | 1 | |
| 38537.16 | 1 |
next_pymnt_d
Categorical
HIGH CORRELATION  IMBALANCE  MISSING 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2863 |
| Missing (%) | 57.3% |
| Memory size | 78.1 KiB |
| Apr-2019 | |
|---|---|
| Dec-2012 | 1 |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 17096 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Apr-2019 |
|---|---|
| 2nd row | Apr-2019 |
| 3rd row | Apr-2019 |
| 4th row | Apr-2019 |
| 5th row | Apr-2019 |
Common Values
| Value | Count | Frequency (%) |
| Apr-2019 | 2136 | |
| Dec-2012 | 1 | < 0.1% |
| (Missing) | 2863 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| apr-2019 | 2136 | |
| dec-2012 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 2138 | |
| - | 2137 | |
| 0 | 2137 | |
| 1 | 2137 | |
| A | 2136 | |
| p | 2136 | |
| r | 2136 | |
| 9 | 2136 | |
| D | 1 | < 0.1% |
| e | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8548 | |
| Lowercase Letter | 4274 | |
| Dash Punctuation | 2137 | 12.5% |
| Uppercase Letter | 2137 | 12.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 2138 | |
| 0 | 2137 | |
| 1 | 2137 | |
| 9 | 2136 |
Lowercase Letter
| Value | Count | Frequency (%) |
| p | 2136 | |
| r | 2136 | |
| e | 1 | < 0.1% |
| c | 1 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 2136 | |
| D | 1 | < 0.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 2137 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10685 | |
| Latin | 6411 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 2136 | |
| p | 2136 | |
| r | 2136 | |
| D | 1 | < 0.1% |
| e | 1 | < 0.1% |
| c | 1 | < 0.1% |
Common
| Value | Count | Frequency (%) |
| 2 | 2138 | |
| - | 2137 | |
| 0 | 2137 | |
| 1 | 2137 | |
| 9 | 2136 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17096 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 2138 | |
| - | 2137 | |
| 0 | 2137 | |
| 1 | 2137 | |
| A | 2136 | |
| p | 2136 | |
| r | 2136 | |
| 9 | 2136 | |
| D | 1 | < 0.1% |
| e | 1 | < 0.1% |
last_credit_pull_d
Categorical
HIGH CARDINALITY  HIGH CORRELATION  IMBALANCE 
| Distinct | 80 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| Mar-2019 | |
|---|---|
| Feb-2019 | 164 |
| Jul-2018 | 131 |
| Jan-2019 | 130 |
| Dec-2018 | 108 |
| Other values (75) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 40000 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 24 ? |
|---|---|
| Unique (%) | 0.5% |
Sample
| 1st row | Mar-2019 |
|---|---|
| 2nd row | Sep-2017 |
| 3rd row | Mar-2019 |
| 4th row | Jan-2019 |
| 5th row | Nov-2018 |
Common Values
| Value | Count | Frequency (%) |
| Mar-2019 | 3108 | |
| Feb-2019 | 164 | 3.3% |
| Jul-2018 | 131 | 2.6% |
| Jan-2019 | 130 | 2.6% |
| Dec-2018 | 108 | 2.2% |
| Oct-2016 | 105 | 2.1% |
| Oct-2018 | 98 | 2.0% |
| Aug-2018 | 93 | 1.9% |
| Sep-2018 | 85 | 1.7% |
| Nov-2018 | 81 | 1.6% |
| Other values (70) | 897 | 17.9% |
Length
| Value | Count | Frequency (%) |
| mar-2019 | 3108 | |
| feb-2019 | 164 | 3.3% |
| jul-2018 | 131 | 2.6% |
| jan-2019 | 130 | 2.6% |
| dec-2018 | 108 | 2.2% |
| oct-2016 | 105 | 2.1% |
| oct-2018 | 98 | 2.0% |
| aug-2018 | 93 | 1.9% |
| sep-2018 | 85 | 1.7% |
| nov-2018 | 81 | 1.6% |
| Other values (70) | 897 | 17.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 5004 | |
| 1 | 5003 | |
| 0 | 5002 | |
| - | 5000 | |
| a | 3501 | |
| 9 | 3403 | |
| r | 3312 | |
| M | 3287 | |
| 8 | 860 | 2.1% |
| e | 608 | 1.5% |
| Other values (23) | 5020 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 20000 | |
| Lowercase Letter | 10000 | |
| Dash Punctuation | 5000 | 12.5% |
| Uppercase Letter | 5000 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 3501 | |
| r | 3312 | |
| e | 608 | 6.1% |
| c | 436 | 4.4% |
| u | 384 | 3.8% |
| b | 290 | 2.9% |
| n | 268 | 2.7% |
| t | 259 | 2.6% |
| p | 248 | 2.5% |
| l | 179 | 1.8% |
| Other values (4) | 515 | 5.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 5004 | |
| 1 | 5003 | |
| 0 | 5002 | |
| 9 | 3403 | |
| 8 | 860 | 4.3% |
| 7 | 423 | 2.1% |
| 6 | 216 | 1.1% |
| 5 | 57 | 0.3% |
| 4 | 22 | 0.1% |
| 3 | 10 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 3287 | |
| J | 447 | 8.9% |
| F | 290 | 5.8% |
| O | 259 | 5.2% |
| A | 258 | 5.2% |
| D | 177 | 3.5% |
| S | 141 | 2.8% |
| N | 141 | 2.8% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 5000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25000 | |
| Latin | 15000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 3501 | |
| r | 3312 | |
| M | 3287 | |
| e | 608 | 4.1% |
| J | 447 | 3.0% |
| c | 436 | 2.9% |
| u | 384 | 2.6% |
| b | 290 | 1.9% |
| F | 290 | 1.9% |
| n | 268 | 1.8% |
| Other values (12) | 2177 |
Common
| Value | Count | Frequency (%) |
| 2 | 5004 | |
| 1 | 5003 | |
| 0 | 5002 | |
| - | 5000 | |
| 9 | 3403 | |
| 8 | 860 | 3.4% |
| 7 | 423 | 1.7% |
| 6 | 216 | 0.9% |
| 5 | 57 | 0.2% |
| 4 | 22 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 40000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 5004 | |
| 1 | 5003 | |
| 0 | 5002 | |
| - | 5000 | |
| a | 3501 | |
| 9 | 3403 | |
| r | 3312 | |
| M | 3287 | |
| 8 | 860 | 2.1% |
| e | 608 | 1.5% |
| Other values (23) | 5020 |
last_fico_range_high
Real number (ℝ)
| Distinct | 71 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 686.9902 |
| Minimum | 499 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 499 |
|---|---|
| 5-th percentile | 534 |
| Q1 | 654 |
| median | 699 |
| Q3 | 734 |
| 95-th percentile | 794 |
| Maximum | 850 |
| Range | 351 |
| Interquartile range (IQR) | 80 |
Descriptive statistics
| Standard deviation | 74.88822707 |
|---|---|
| Coefficient of variation (CV) | 0.1090091635 |
| Kurtosis | 0.01445926605 |
| Mean | 686.9902 |
| Median Absolute Deviation (MAD) | 40 |
| Skewness | -0.6620735184 |
| Sum | 3434951 |
| Variance | 5608.246553 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 709 | 179 | 3.6% |
| 704 | 176 | 3.5% |
| 694 | 175 | 3.5% |
| 724 | 174 | 3.5% |
| 684 | 172 | 3.4% |
| 674 | 170 | 3.4% |
| 714 | 168 | 3.4% |
| 689 | 167 | 3.3% |
| 699 | 163 | 3.3% |
| 729 | 153 | 3.1% |
| Other values (61) | 3303 |
| Value | Count | Frequency (%) |
| 499 | 91 | |
| 504 | 14 | 0.3% |
| 509 | 21 | 0.4% |
| 514 | 30 | 0.6% |
| 519 | 21 | 0.4% |
| Value | Count | Frequency (%) |
| 850 | 1 | < 0.1% |
| 844 | 2 | < 0.1% |
| 839 | 2 | < 0.1% |
| 834 | 9 | |
| 829 | 17 |
last_fico_range_low
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 71 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 673.981 |
| Minimum | 0 |
|---|---|
| Maximum | 845 |
| Zeros | 91 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 530 |
| Q1 | 650 |
| median | 695 |
| Q3 | 730 |
| 95-th percentile | 790 |
| Maximum | 845 |
| Range | 845 |
| Interquartile range (IQR) | 80 |
Descriptive statistics
| Standard deviation | 115.6513367 |
|---|---|
| Coefficient of variation (CV) | 0.1715943576 |
| Kurtosis | 18.40487723 |
| Mean | 673.981 |
| Median Absolute Deviation (MAD) | 40 |
| Skewness | -3.618087377 |
| Sum | 3369905 |
| Variance | 13375.23169 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 705 | 179 | 3.6% |
| 700 | 176 | 3.5% |
| 690 | 175 | 3.5% |
| 720 | 174 | 3.5% |
| 680 | 172 | 3.4% |
| 670 | 170 | 3.4% |
| 710 | 168 | 3.4% |
| 685 | 167 | 3.3% |
| 695 | 163 | 3.3% |
| 725 | 153 | 3.1% |
| Other values (61) | 3303 |
| Value | Count | Frequency (%) |
| 0 | 91 | |
| 500 | 14 | 0.3% |
| 505 | 21 | 0.4% |
| 510 | 30 | 0.6% |
| 515 | 21 | 0.4% |
| Value | Count | Frequency (%) |
| 845 | 1 | < 0.1% |
| 840 | 2 | < 0.1% |
| 835 | 2 | < 0.1% |
| 830 | 9 | |
| 825 | 17 |
collections_12_mths_ex_med
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 98 |
| 2.0 | 7 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 15000 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4895 | |
| 1.0 | 98 | 2.0% |
| 2.0 | 7 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4895 | |
| 1.0 | 98 | 2.0% |
| 2.0 | 7 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9895 | |
| . | 5000 | |
| 1 | 98 | 0.7% |
| 2 | 7 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 | |
| Other Punctuation | 5000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 9895 | |
| 1 | 98 | 1.0% |
| 2 | 7 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 5000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 15000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 9895 | |
| . | 5000 | |
| 1 | 98 | 0.7% |
| 2 | 7 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 15000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 9895 | |
| . | 5000 | |
| 1 | 98 | 0.7% |
| 2 | 7 | < 0.1% |
mths_since_last_major_derog
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 95 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 3688 |
| Missing (%) | 73.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.97637195 |
| Minimum | 1 |
|---|---|
| Maximum | 118 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 27.75 |
| median | 43.5 |
| Q3 | 61 |
| 95-th percentile | 76 |
| Maximum | 118 |
| Range | 117 |
| Interquartile range (IQR) | 33.25 |
Descriptive statistics
| Standard deviation | 21.09931236 |
|---|---|
| Coefficient of variation (CV) | 0.4797874728 |
| Kurtosis | -0.7385938158 |
| Mean | 43.97637195 |
| Median Absolute Deviation (MAD) | 16.5 |
| Skewness | 0.05400569565 |
| Sum | 57697 |
| Variance | 445.1809821 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 41 | 28 | 0.6% |
| 36 | 28 | 0.6% |
| 54 | 28 | 0.6% |
| 52 | 28 | 0.6% |
| 33 | 26 | 0.5% |
| 45 | 24 | 0.5% |
| 50 | 24 | 0.5% |
| 67 | 24 | 0.5% |
| 68 | 24 | 0.5% |
| 40 | 24 | 0.5% |
| Other values (85) | 1054 | 21.1% |
| (Missing) | 3688 |
| Value | Count | Frequency (%) |
| 1 | 3 | 0.1% |
| 2 | 4 | |
| 3 | 7 | |
| 4 | 3 | 0.1% |
| 5 | 8 |
| Value | Count | Frequency (%) |
| 118 | 1 | < 0.1% |
| 113 | 1 | < 0.1% |
| 100 | 1 | < 0.1% |
| 99 | 1 | < 0.1% |
| 94 | 3 |
policy_code
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 15000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 5000 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 5000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 5000 | |
| . | 5000 | |
| 0 | 5000 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 | |
| Other Punctuation | 5000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 5000 | |
| 0 | 5000 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 5000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 15000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 5000 | |
| . | 5000 | |
| 0 | 5000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 15000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 5000 | |
| . | 5000 | |
| 0 | 5000 |
application_type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| Individual | |
|---|---|
| Joint App | 294 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.9412 |
| Min length | 9 |
Characters and Unicode
| Total characters | 49706 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Individual |
|---|---|
| 2nd row | Individual |
| 3rd row | Joint App |
| 4th row | Individual |
| 5th row | Individual |
Common Values
| Value | Count | Frequency (%) |
| Individual | 4706 | |
| Joint App | 294 | 5.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| individual | 4706 | |
| joint | 294 | 5.6% |
| app | 294 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 9706 | |
| d | 9412 | |
| n | 5000 | |
| I | 4706 | |
| v | 4706 | |
| u | 4706 | |
| a | 4706 | |
| l | 4706 | |
| p | 588 | 1.2% |
| J | 294 | 0.6% |
| Other values (4) | 1176 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 44118 | |
| Uppercase Letter | 5294 | 10.7% |
| Space Separator | 294 | 0.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 9706 | |
| d | 9412 | |
| n | 5000 | |
| v | 4706 | |
| u | 4706 | |
| a | 4706 | |
| l | 4706 | |
| p | 588 | 1.3% |
| o | 294 | 0.7% |
| t | 294 | 0.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 4706 | |
| J | 294 | 5.6% |
| A | 294 | 5.6% |
Space Separator
| Value | Count | Frequency (%) |
| 294 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 49412 | |
| Common | 294 | 0.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 9706 | |
| d | 9412 | |
| n | 5000 | |
| I | 4706 | |
| v | 4706 | |
| u | 4706 | |
| a | 4706 | |
| l | 4706 | |
| p | 588 | 1.2% |
| J | 294 | 0.6% |
| Other values (3) | 882 | 1.8% |
Common
| Value | Count | Frequency (%) |
| 294 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 49706 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 9706 | |
| d | 9412 | |
| n | 5000 | |
| I | 4706 | |
| v | 4706 | |
| u | 4706 | |
| a | 4706 | |
| l | 4706 | |
| p | 588 | 1.2% |
| J | 294 | 0.6% |
| Other values (4) | 1176 | 2.4% |
acc_now_delinq
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 22 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 15000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4978 | |
| 1.0 | 22 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4978 | |
| 1.0 | 22 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9978 | |
| . | 5000 | |
| 1 | 22 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 | |
| Other Punctuation | 5000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 9978 | |
| 1 | 22 | 0.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 5000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 15000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 9978 | |
| . | 5000 | |
| 1 | 22 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 15000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 9978 | |
| . | 5000 | |
| 1 | 22 | 0.1% |
tot_coll_amt
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 577 |
|---|---|
| Distinct (%) | 11.8% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 216.2 |
| Minimum | 0 |
|---|---|
| Maximum | 25387 |
| Zeros | 4112 |
| Zeros (%) | 82.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 808.3 |
| Maximum | 25387 |
| Range | 25387 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1334.333715 |
|---|---|
| Coefficient of variation (CV) | 6.171756315 |
| Kurtosis | 182.670663 |
| Mean | 216.2 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.33389702 |
| Sum | 1058299 |
| Variance | 1780446.464 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4112 | |
| 75 | 8 | 0.2% |
| 150 | 8 | 0.2% |
| 50 | 8 | 0.2% |
| 70 | 8 | 0.2% |
| 60 | 7 | 0.1% |
| 262 | 5 | 0.1% |
| 64 | 5 | 0.1% |
| 149 | 5 | 0.1% |
| 59 | 5 | 0.1% |
| Other values (567) | 724 | 14.5% |
| (Missing) | 105 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 4112 | |
| 29 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 45 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 25387 | 1 | |
| 25024 | 1 | |
| 24518 | 1 | |
| 23521 | 1 | |
| 22581 | 1 |
tot_cur_bal
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 4853 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 141812.4787 |
| Minimum | 61 |
|---|---|
| Maximum | 1971043 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 61 |
|---|---|
| 5-th percentile | 8307.8 |
| Q1 | 29298 |
| median | 77733 |
| Q3 | 209286.5 |
| 95-th percentile | 447760.7 |
| Maximum | 1971043 |
| Range | 1970982 |
| Interquartile range (IQR) | 179988.5 |
Descriptive statistics
| Standard deviation | 157726.9767 |
|---|---|
| Coefficient of variation (CV) | 1.112222127 |
| Kurtosis | 9.45322779 |
| Mean | 141812.4787 |
| Median Absolute Deviation (MAD) | 61797 |
| Skewness | 2.240738138 |
| Sum | 694172083 |
| Variance | 2.487779918 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36853 | 2 | < 0.1% |
| 20494 | 2 | < 0.1% |
| 20504 | 2 | < 0.1% |
| 15546 | 2 | < 0.1% |
| 39210 | 2 | < 0.1% |
| 198548 | 2 | < 0.1% |
| 16429 | 2 | < 0.1% |
| 33043 | 2 | < 0.1% |
| 24748 | 2 | < 0.1% |
| 7359 | 2 | < 0.1% |
| Other values (4843) | 4875 | |
| (Missing) | 105 | 2.1% |
| Value | Count | Frequency (%) |
| 61 | 1 | |
| 81 | 1 | |
| 101 | 1 | |
| 172 | 1 | |
| 248 | 1 |
| Value | Count | Frequency (%) |
| 1971043 | 1 | |
| 1348769 | 1 | |
| 1303280 | 1 | |
| 1301008 | 1 | |
| 1289408 | 1 |
open_acc_6m
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1870 |
| Missing (%) | 37.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9364217252 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 1399 |
| Zeros (%) | 28.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.158341008 |
|---|---|
| Coefficient of variation (CV) | 1.236986474 |
| Kurtosis | 10.05226255 |
| Mean | 0.9364217252 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.070895572 |
| Sum | 2931 |
| Variance | 1.34175389 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1399 | |
| 1 | 999 | |
| 2 | 439 | 8.8% |
| 3 | 193 | 3.9% |
| 4 | 56 | 1.1% |
| 5 | 30 | 0.6% |
| 6 | 8 | 0.2% |
| 7 | 3 | 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| (Missing) | 1870 |
| Value | Count | Frequency (%) |
| 0 | 1399 | |
| 1 | 999 | |
| 2 | 439 | 8.8% |
| 3 | 193 | 3.9% |
| 4 | 56 | 1.1% |
| Value | Count | Frequency (%) |
| 15 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 3 | 0.1% |
| 6 | 8 |
open_act_il
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 1870 |
| Missing (%) | 37.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.632587859 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 390 |
| Zeros (%) | 7.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 8 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.79749443 |
|---|---|
| Coefficient of variation (CV) | 1.062640481 |
| Kurtosis | 11.41096419 |
| Mean | 2.632587859 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.814881328 |
| Sum | 8240 |
| Variance | 7.825975084 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 830 | |
| 2 | 779 | |
| 3 | 452 | 9.0% |
| 0 | 390 | 7.8% |
| 4 | 227 | 4.5% |
| 5 | 145 | 2.9% |
| 6 | 80 | 1.6% |
| 7 | 43 | 0.9% |
| 8 | 42 | 0.8% |
| 9 | 36 | 0.7% |
| Other values (14) | 106 | 2.1% |
| (Missing) | 1870 |
| Value | Count | Frequency (%) |
| 0 | 390 | |
| 1 | 830 | |
| 2 | 779 | |
| 3 | 452 | |
| 4 | 227 | 4.5% |
| Value | Count | Frequency (%) |
| 27 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 21 | 3 | |
| 20 | 4 | |
| 19 | 2 |
open_il_12m
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1870 |
| Missing (%) | 37.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.66485623 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 1736 |
| Zeros (%) | 34.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9797297103 |
|---|---|
| Coefficient of variation (CV) | 1.473596345 |
| Kurtosis | 51.31154332 |
| Mean | 0.66485623 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.911543374 |
| Sum | 2081 |
| Variance | 0.9598703053 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1736 | |
| 1 | 927 | |
| 2 | 326 | 6.5% |
| 3 | 100 | 2.0% |
| 4 | 26 | 0.5% |
| 5 | 7 | 0.1% |
| 6 | 6 | 0.1% |
| 7 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| (Missing) | 1870 |
| Value | Count | Frequency (%) |
| 0 | 1736 | |
| 1 | 927 | |
| 2 | 326 | 6.5% |
| 3 | 100 | 2.0% |
| 4 | 26 | 0.5% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 6 | 0.1% |
| 5 | 7 | 0.1% |
| 4 | 26 |
open_il_24m
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 1870 |
| Missing (%) | 37.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.555910543 |
| Minimum | 0 |
|---|---|
| Maximum | 26 |
| Zeros | 855 |
| Zeros (%) | 17.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 26 |
| Range | 26 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.629144483 |
|---|---|
| Coefficient of variation (CV) | 1.04706822 |
| Kurtosis | 19.99408955 |
| Mean | 1.555910543 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.59732299 |
| Sum | 4870 |
| Variance | 2.654111747 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 987 | |
| 0 | 855 | |
| 2 | 647 | 12.9% |
| 3 | 329 | 6.6% |
| 4 | 149 | 3.0% |
| 5 | 77 | 1.5% |
| 6 | 43 | 0.9% |
| 7 | 25 | 0.5% |
| 8 | 7 | 0.1% |
| 10 | 4 | 0.1% |
| Other values (5) | 7 | 0.1% |
| (Missing) | 1870 |
| Value | Count | Frequency (%) |
| 0 | 855 | |
| 1 | 987 | |
| 2 | 647 | |
| 3 | 329 | 6.6% |
| 4 | 149 | 3.0% |
| Value | Count | Frequency (%) |
| 26 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 12 | 2 | |
| 11 | 1 | < 0.1% |
| 10 | 4 |
mths_since_rcnt_il
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 151 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 1963 |
| Missing (%) | 39.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.75897267 |
| Minimum | 0 |
|---|---|
| Maximum | 414 |
| Zeros | 3 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 13 |
| Q3 | 24 |
| 95-th percentile | 78.2 |
| Maximum | 414 |
| Range | 414 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 27.02277603 |
|---|---|
| Coefficient of variation (CV) | 1.241914149 |
| Kurtosis | 23.16858219 |
| Mean | 21.75897267 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 3.644653795 |
| Sum | 66082 |
| Variance | 730.2304242 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 144 | 2.9% |
| 4 | 128 | 2.6% |
| 2 | 127 | 2.5% |
| 11 | 125 | 2.5% |
| 5 | 122 | 2.4% |
| 3 | 122 | 2.4% |
| 13 | 120 | 2.4% |
| 12 | 118 | 2.4% |
| 10 | 113 | 2.3% |
| 6 | 113 | 2.3% |
| Other values (141) | 1805 | |
| (Missing) | 1963 |
| Value | Count | Frequency (%) |
| 0 | 3 | 0.1% |
| 1 | 70 | |
| 2 | 127 | |
| 3 | 122 | |
| 4 | 128 |
| Value | Count | Frequency (%) |
| 414 | 1 | |
| 207 | 1 | |
| 204 | 1 | |
| 187 | 1 | |
| 173 | 1 |
total_bal_il
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 2705 |
|---|---|
| Distinct (%) | 86.4% |
| Missing | 1870 |
| Missing (%) | 37.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34667.49201 |
| Minimum | 0 |
|---|---|
| Maximum | 417152 |
| Zeros | 372 |
| Zeros (%) | 7.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8107.5 |
| median | 22392.5 |
| Q3 | 43885.5 |
| 95-th percentile | 110747.65 |
| Maximum | 417152 |
| Range | 417152 |
| Interquartile range (IQR) | 35778 |
Descriptive statistics
| Standard deviation | 43338.35794 |
|---|---|
| Coefficient of variation (CV) | 1.250115178 |
| Kurtosis | 15.84923757 |
| Mean | 34667.49201 |
| Median Absolute Deviation (MAD) | 16631 |
| Skewness | 3.256191082 |
| Sum | 108509250 |
| Variance | 1878213269 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 372 | 7.4% |
| 19418 | 2 | < 0.1% |
| 37750 | 2 | < 0.1% |
| 4965 | 2 | < 0.1% |
| 13777 | 2 | < 0.1% |
| 26083 | 2 | < 0.1% |
| 35391 | 2 | < 0.1% |
| 10869 | 2 | < 0.1% |
| 10367 | 2 | < 0.1% |
| 27186 | 2 | < 0.1% |
| Other values (2695) | 2740 | |
| (Missing) | 1870 |
| Value | Count | Frequency (%) |
| 0 | 372 | |
| 44 | 1 | < 0.1% |
| 77 | 1 | < 0.1% |
| 84 | 1 | < 0.1% |
| 108 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 417152 | 1 | |
| 385589 | 1 | |
| 353584 | 1 | |
| 352471 | 1 | |
| 349581 | 1 |
il_util
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 135 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 2328 |
| Missing (%) | 46.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.16654192 |
| Minimum | 0 |
|---|---|
| Maximum | 148 |
| Zeros | 15 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 55 |
| median | 71 |
| Q3 | 84 |
| 95-th percentile | 100 |
| Maximum | 148 |
| Range | 148 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 23.60244872 |
|---|---|
| Coefficient of variation (CV) | 0.3462468251 |
| Kurtosis | 0.3095557765 |
| Mean | 68.16654192 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.4808633838 |
| Sum | 182141 |
| Variance | 557.0755855 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 65 | 54 | 1.1% |
| 76 | 53 | 1.1% |
| 77 | 52 | 1.0% |
| 69 | 52 | 1.0% |
| 84 | 52 | 1.0% |
| 82 | 52 | 1.0% |
| 72 | 51 | 1.0% |
| 83 | 50 | 1.0% |
| 80 | 50 | 1.0% |
| 66 | 50 | 1.0% |
| Other values (125) | 2156 | |
| (Missing) | 2328 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 2 | 2 | < 0.1% |
| 3 | 7 | |
| 4 | 3 | 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 148 | 1 | |
| 143 | 1 | |
| 138 | 1 | |
| 136 | 1 | |
| 134 | 1 |
open_rv_12m
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1870 |
| Missing (%) | 37.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.324920128 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 1132 |
| Zeros (%) | 22.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.543712309 |
|---|---|
| Coefficient of variation (CV) | 1.165136129 |
| Kurtosis | 6.527588834 |
| Mean | 1.324920128 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.959180109 |
| Sum | 4147 |
| Variance | 2.383047693 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1132 | |
| 1 | 939 | |
| 2 | 513 | 10.3% |
| 3 | 282 | 5.6% |
| 4 | 135 | 2.7% |
| 5 | 57 | 1.1% |
| 6 | 36 | 0.7% |
| 7 | 20 | 0.4% |
| 8 | 6 | 0.1% |
| 10 | 4 | 0.1% |
| Other values (3) | 6 | 0.1% |
| (Missing) | 1870 |
| Value | Count | Frequency (%) |
| 0 | 1132 | |
| 1 | 939 | |
| 2 | 513 | |
| 3 | 282 | 5.6% |
| 4 | 135 | 2.7% |
| Value | Count | Frequency (%) |
| 14 | 1 | < 0.1% |
| 13 | 2 | < 0.1% |
| 10 | 4 | |
| 9 | 3 | |
| 8 | 6 |
open_rv_24m
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 1870 |
| Missing (%) | 37.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.808945687 |
| Minimum | 0 |
|---|---|
| Maximum | 26 |
| Zeros | 503 |
| Zeros (%) | 10.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 26 |
| Range | 26 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.682385133 |
|---|---|
| Coefficient of variation (CV) | 0.954943752 |
| Kurtosis | 7.423921268 |
| Mean | 2.808945687 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.012658368 |
| Sum | 8792 |
| Variance | 7.195190003 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 655 | 13.1% |
| 2 | 580 | 11.6% |
| 0 | 503 | 10.1% |
| 3 | 460 | 9.2% |
| 4 | 327 | 6.5% |
| 5 | 181 | 3.6% |
| 6 | 158 | 3.2% |
| 7 | 92 | 1.8% |
| 8 | 60 | 1.2% |
| 9 | 34 | 0.7% |
| Other values (13) | 80 | 1.6% |
| (Missing) | 1870 |
| Value | Count | Frequency (%) |
| 0 | 503 | |
| 1 | 655 | |
| 2 | 580 | |
| 3 | 460 | |
| 4 | 327 |
| Value | Count | Frequency (%) |
| 26 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 18 | 4 |
max_bal_bc
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 2692 |
|---|---|
| Distinct (%) | 86.0% |
| Missing | 1870 |
| Missing (%) | 37.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5855.528754 |
| Minimum | 0 |
|---|---|
| Maximum | 133420 |
| Zeros | 76 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 346.9 |
| Q1 | 2197.25 |
| median | 4231.5 |
| Q3 | 7627 |
| 95-th percentile | 16641.05 |
| Maximum | 133420 |
| Range | 133420 |
| Interquartile range (IQR) | 5429.75 |
Descriptive statistics
| Standard deviation | 6316.49698 |
|---|---|
| Coefficient of variation (CV) | 1.078723587 |
| Kurtosis | 79.71972609 |
| Mean | 5855.528754 |
| Median Absolute Deviation (MAD) | 2429 |
| Skewness | 5.793739359 |
| Sum | 18327805 |
| Variance | 39898134.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 76 | 1.5% |
| 4000 | 6 | 0.1% |
| 3000 | 4 | 0.1% |
| 422 | 4 | 0.1% |
| 2725 | 4 | 0.1% |
| 4229 | 3 | 0.1% |
| 8686 | 3 | 0.1% |
| 1900 | 3 | 0.1% |
| 2801 | 3 | 0.1% |
| 2537 | 3 | 0.1% |
| Other values (2682) | 3021 | |
| (Missing) | 1870 |
| Value | Count | Frequency (%) |
| 0 | 76 | |
| 1 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 133420 | 1 | |
| 99609 | 1 | |
| 80662 | 1 | |
| 63916 | 1 | |
| 46991 | 1 |
all_util
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 115 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 1871 |
| Missing (%) | 37.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.51198466 |
| Minimum | 0 |
|---|---|
| Maximum | 124 |
| Zeros | 6 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 42 |
| median | 58 |
| Q3 | 71 |
| 95-th percentile | 89 |
| Maximum | 124 |
| Range | 124 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 20.88743887 |
|---|---|
| Coefficient of variation (CV) | 0.3696107825 |
| Kurtosis | -0.2809132343 |
| Mean | 56.51198466 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.2116985596 |
| Sum | 176826 |
| Variance | 436.2851025 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 70 | 79 | 1.6% |
| 64 | 66 | 1.3% |
| 51 | 66 | 1.3% |
| 63 | 66 | 1.3% |
| 61 | 65 | 1.3% |
| 62 | 64 | 1.3% |
| 69 | 61 | 1.2% |
| 72 | 60 | 1.2% |
| 53 | 59 | 1.2% |
| 59 | 58 | 1.2% |
| Other values (105) | 2485 | |
| (Missing) | 1871 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 1 | 3 | |
| 2 | 3 | |
| 3 | 4 | |
| 4 | 4 |
| Value | Count | Frequency (%) |
| 124 | 1 | < 0.1% |
| 118 | 1 | < 0.1% |
| 116 | 1 | < 0.1% |
| 115 | 1 | < 0.1% |
| 114 | 5 |
total_rev_hi_lim
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 1145 |
|---|---|
| Distinct (%) | 23.4% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35156.96568 |
| Minimum | 0 |
|---|---|
| Maximum | 500000 |
| Zeros | 3 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5900 |
| Q1 | 14800 |
| median | 25900 |
| Q3 | 43700 |
| 95-th percentile | 91880 |
| Maximum | 500000 |
| Range | 500000 |
| Interquartile range (IQR) | 28900 |
Descriptive statistics
| Standard deviation | 34863.6722 |
|---|---|
| Coefficient of variation (CV) | 0.9916575998 |
| Kurtosis | 26.83704656 |
| Mean | 35156.96568 |
| Median Absolute Deviation (MAD) | 13000 |
| Skewness | 3.9152839 |
| Sum | 172093347 |
| Variance | 1215475639 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19900 | 20 | 0.4% |
| 24800 | 20 | 0.4% |
| 14800 | 20 | 0.4% |
| 10500 | 18 | 0.4% |
| 13300 | 18 | 0.4% |
| 5800 | 18 | 0.4% |
| 9000 | 18 | 0.4% |
| 18500 | 18 | 0.4% |
| 26500 | 17 | 0.3% |
| 12300 | 17 | 0.3% |
| Other values (1135) | 4711 | |
| (Missing) | 105 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 500 | 2 | |
| 800 | 1 | < 0.1% |
| 900 | 2 | |
| 1000 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 500000 | 1 | |
| 416900 | 1 | |
| 412800 | 1 | |
| 382000 | 1 | |
| 370000 | 1 |
inq_fi
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 1870 |
| Missing (%) | 37.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.054632588 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 1542 |
| Zeros (%) | 30.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.544447247 |
|---|---|
| Coefficient of variation (CV) | 1.464441043 |
| Kurtosis | 15.22424155 |
| Mean | 1.054632588 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.80604212 |
| Sum | 3301 |
| Variance | 2.385317299 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1542 | |
| 1 | 774 | |
| 2 | 400 | 8.0% |
| 3 | 196 | 3.9% |
| 4 | 103 | 2.1% |
| 5 | 55 | 1.1% |
| 6 | 27 | 0.5% |
| 7 | 14 | 0.3% |
| 8 | 9 | 0.2% |
| 10 | 3 | 0.1% |
| Other values (5) | 7 | 0.1% |
| (Missing) | 1870 |
| Value | Count | Frequency (%) |
| 0 | 1542 | |
| 1 | 774 | |
| 2 | 400 | 8.0% |
| 3 | 196 | 3.9% |
| 4 | 103 | 2.1% |
| Value | Count | Frequency (%) |
| 19 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 11 | 2 | |
| 10 | 3 |
total_cu_tl
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 1870 |
| Missing (%) | 37.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.460063898 |
| Minimum | 0 |
|---|---|
| Maximum | 24 |
| Zeros | 1673 |
| Zeros (%) | 33.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 7 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.539021636 |
|---|---|
| Coefficient of variation (CV) | 1.738979808 |
| Kurtosis | 10.99637898 |
| Mean | 1.460063898 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.859038729 |
| Sum | 4570 |
| Variance | 6.446630868 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1673 | |
| 1 | 552 | 11.0% |
| 2 | 300 | 6.0% |
| 3 | 160 | 3.2% |
| 4 | 124 | 2.5% |
| 5 | 98 | 2.0% |
| 6 | 61 | 1.2% |
| 7 | 39 | 0.8% |
| 8 | 33 | 0.7% |
| 9 | 22 | 0.4% |
| Other values (11) | 68 | 1.4% |
| (Missing) | 1870 |
| Value | Count | Frequency (%) |
| 0 | 1673 | |
| 1 | 552 | 11.0% |
| 2 | 300 | 6.0% |
| 3 | 160 | 3.2% |
| 4 | 124 | 2.5% |
| Value | Count | Frequency (%) |
| 24 | 1 | |
| 23 | 1 | |
| 19 | 1 | |
| 17 | 2 | |
| 16 | 1 |
inq_last_12m
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 1870 |
| Missing (%) | 37.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.061661342 |
| Minimum | 0 |
|---|---|
| Maximum | 31 |
| Zeros | 871 |
| Zeros (%) | 17.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 31 |
| Range | 31 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.411693798 |
|---|---|
| Coefficient of variation (CV) | 1.169781743 |
| Kurtosis | 13.48948617 |
| Mean | 2.061661342 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.576858143 |
| Sum | 6453 |
| Variance | 5.816266974 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 871 | |
| 1 | 773 | |
| 2 | 542 | 10.8% |
| 3 | 346 | 6.9% |
| 4 | 218 | 4.4% |
| 5 | 123 | 2.5% |
| 6 | 87 | 1.7% |
| 7 | 62 | 1.2% |
| 9 | 30 | 0.6% |
| 8 | 30 | 0.6% |
| Other values (11) | 48 | 1.0% |
| (Missing) | 1870 |
| Value | Count | Frequency (%) |
| 0 | 871 | |
| 1 | 773 | |
| 2 | 542 | |
| 3 | 346 | 6.9% |
| 4 | 218 | 4.4% |
| Value | Count | Frequency (%) |
| 31 | 1 | |
| 21 | 2 | |
| 20 | 1 | |
| 19 | 1 | |
| 17 | 1 |
acc_open_past_24mths
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 75 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.523654822 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 227 |
| Zeros (%) | 4.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.230153871 |
|---|---|
| Coefficient of variation (CV) | 0.7140584324 |
| Kurtosis | 6.042675833 |
| Mean | 4.523654822 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.576481592 |
| Sum | 22279 |
| Variance | 10.43389403 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 758 | |
| 2 | 689 | |
| 4 | 667 | |
| 5 | 552 | |
| 1 | 500 | |
| 6 | 461 | |
| 7 | 325 | |
| 8 | 232 | 4.6% |
| 0 | 227 | 4.5% |
| 9 | 157 | 3.1% |
| Other values (15) | 357 |
| Value | Count | Frequency (%) |
| 0 | 227 | 4.5% |
| 1 | 500 | |
| 2 | 689 | |
| 3 | 758 | |
| 4 | 667 |
| Value | Count | Frequency (%) |
| 40 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 24 | 2 | < 0.1% |
| 22 | 5 | |
| 20 | 3 |
avg_cur_bal
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 4436 |
|---|---|
| Distinct (%) | 90.6% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13551.95444 |
| Minimum | 16 |
|---|---|
| Maximum | 281578 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 1098.1 |
| Q1 | 3085.5 |
| median | 7313 |
| Q3 | 18446 |
| 95-th percentile | 43827.4 |
| Maximum | 281578 |
| Range | 281562 |
| Interquartile range (IQR) | 15360.5 |
Descriptive statistics
| Standard deviation | 16401.84706 |
|---|---|
| Coefficient of variation (CV) | 1.210293845 |
| Kurtosis | 27.43902417 |
| Mean | 13551.95444 |
| Median Absolute Deviation (MAD) | 5333 |
| Skewness | 3.535763278 |
| Sum | 66336817 |
| Variance | 269020586.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2662 | 4 | 0.1% |
| 1801 | 3 | 0.1% |
| 3099 | 3 | 0.1% |
| 4990 | 3 | 0.1% |
| 2507 | 3 | 0.1% |
| 13741 | 3 | 0.1% |
| 1751 | 3 | 0.1% |
| 2421 | 3 | 0.1% |
| 1307 | 3 | 0.1% |
| 1190 | 3 | 0.1% |
| Other values (4426) | 4864 | |
| (Missing) | 105 | 2.1% |
| Value | Count | Frequency (%) |
| 16 | 1 | |
| 25 | 1 | |
| 61 | 2 | |
| 83 | 1 | |
| 86 | 1 |
| Value | Count | Frequency (%) |
| 281578 | 1 | |
| 184626 | 1 | |
| 180805 | 1 | |
| 168596 | 1 | |
| 149834 | 1 |
bc_open_to_buy
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 4161 |
|---|---|
| Distinct (%) | 85.3% |
| Missing | 123 |
| Missing (%) | 2.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11486.79188 |
| Minimum | 0 |
|---|---|
| Maximum | 214540 |
| Zeros | 76 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 161.6 |
| Q1 | 1692 |
| median | 5485 |
| Q3 | 14567 |
| 95-th percentile | 43056.6 |
| Maximum | 214540 |
| Range | 214540 |
| Interquartile range (IQR) | 12875 |
Descriptive statistics
| Standard deviation | 16455.26606 |
|---|---|
| Coefficient of variation (CV) | 1.432538017 |
| Kurtosis | 21.83314661 |
| Mean | 11486.79188 |
| Median Absolute Deviation (MAD) | 4679 |
| Skewness | 3.575337344 |
| Sum | 56021084 |
| Variance | 270775781.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 76 | 1.5% |
| 4500 | 6 | 0.1% |
| 1000 | 5 | 0.1% |
| 66 | 5 | 0.1% |
| 457 | 4 | 0.1% |
| 11500 | 4 | 0.1% |
| 2932 | 4 | 0.1% |
| 661 | 4 | 0.1% |
| 2076 | 4 | 0.1% |
| 429 | 4 | 0.1% |
| Other values (4151) | 4761 | |
| (Missing) | 123 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 76 | |
| 1 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 214540 | 1 | |
| 204109 | 1 | |
| 192570 | 1 | |
| 163630 | 1 | |
| 142221 | 1 |
bc_util
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 1021 |
|---|---|
| Distinct (%) | 20.9% |
| Missing | 124 |
| Missing (%) | 2.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.89411403 |
| Minimum | 0 |
|---|---|
| Maximum | 123.3 |
| Zeros | 60 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.8 |
| Q1 | 35.075 |
| median | 60.45 |
| Q3 | 83.4 |
| 95-th percentile | 97.8 |
| Maximum | 123.3 |
| Range | 123.3 |
| Interquartile range (IQR) | 48.325 |
Descriptive statistics
| Standard deviation | 28.61072785 |
|---|---|
| Coefficient of variation (CV) | 0.4941906155 |
| Kurtosis | -1.035681232 |
| Mean | 57.89411403 |
| Median Absolute Deviation (MAD) | 23.95 |
| Skewness | -0.2714628396 |
| Sum | 282291.7 |
| Variance | 818.5737479 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 60 | 1.2% |
| 98 | 22 | 0.4% |
| 95.1 | 17 | 0.3% |
| 99 | 17 | 0.3% |
| 21.2 | 17 | 0.3% |
| 96 | 17 | 0.3% |
| 96.4 | 16 | 0.3% |
| 63.4 | 14 | 0.3% |
| 92 | 14 | 0.3% |
| 96.8 | 14 | 0.3% |
| Other values (1011) | 4668 | |
| (Missing) | 124 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 60 | |
| 0.1 | 3 | 0.1% |
| 0.2 | 3 | 0.1% |
| 0.3 | 6 | 0.1% |
| 0.4 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 123.3 | 1 | |
| 112.5 | 1 | |
| 110.1 | 1 | |
| 105.4 | 1 | |
| 104.7 | 1 |
chargeoff_within_12_mths
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 42 |
| 2.0 | 3 |
| 3.0 | 2 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 15000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4953 | |
| 1.0 | 42 | 0.8% |
| 2.0 | 3 | 0.1% |
| 3.0 | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4953 | |
| 1.0 | 42 | 0.8% |
| 2.0 | 3 | 0.1% |
| 3.0 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9953 | |
| . | 5000 | |
| 1 | 42 | 0.3% |
| 2 | 3 | < 0.1% |
| 3 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 | |
| Other Punctuation | 5000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 9953 | |
| 1 | 42 | 0.4% |
| 2 | 3 | < 0.1% |
| 3 | 2 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 5000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 15000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 9953 | |
| . | 5000 | |
| 1 | 42 | 0.3% |
| 2 | 3 | < 0.1% |
| 3 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 15000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 9953 | |
| . | 5000 | |
| 1 | 42 | 0.3% |
| 2 | 3 | < 0.1% |
| 3 | 2 | < 0.1% |
delinq_amnt
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.6254 |
| Minimum | 0 |
|---|---|
| Maximum | 9185 |
| Zeros | 4985 |
| Zeros (%) | 99.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 9185 |
| Range | 9185 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 219.4903986 |
|---|---|
| Coefficient of variation (CV) | 33.12862599 |
| Kurtosis | 1325.539991 |
| Mean | 6.6254 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 36.04017216 |
| Sum | 33127 |
| Variance | 48176.03508 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4985 | |
| 472 | 1 | < 0.1% |
| 966 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 159 | 1 | < 0.1% |
| 9185 | 1 | < 0.1% |
| 65 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 205 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| Other values (6) | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 4985 | |
| 24 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 65 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9185 | 1 | |
| 7669 | 1 | |
| 7645 | 1 | |
| 6174 | 1 | |
| 966 | 1 |
mo_sin_old_il_acct
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 309 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 249 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 124.6228162 |
| Minimum | 1 |
|---|---|
| Maximum | 540 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 32 |
| Q1 | 95 |
| median | 129 |
| Q3 | 153 |
| 95-th percentile | 213 |
| Maximum | 540 |
| Range | 539 |
| Interquartile range (IQR) | 58 |
Descriptive statistics
| Standard deviation | 53.48486473 |
|---|---|
| Coefficient of variation (CV) | 0.4291739373 |
| Kurtosis | 2.297200573 |
| Mean | 124.6228162 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.4519019202 |
| Sum | 592083 |
| Variance | 2860.630755 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 127 | 65 | 1.3% |
| 128 | 65 | 1.3% |
| 126 | 61 | 1.2% |
| 123 | 60 | 1.2% |
| 138 | 60 | 1.2% |
| 129 | 60 | 1.2% |
| 132 | 60 | 1.2% |
| 125 | 59 | 1.2% |
| 141 | 59 | 1.2% |
| 140 | 58 | 1.2% |
| Other values (299) | 4144 | |
| (Missing) | 249 | 5.0% |
| Value | Count | Frequency (%) |
| 1 | 3 | |
| 2 | 2 | |
| 3 | 3 | |
| 4 | 1 | < 0.1% |
| 5 | 4 |
| Value | Count | Frequency (%) |
| 540 | 1 | |
| 434 | 1 | |
| 401 | 1 | |
| 399 | 1 | |
| 389 | 1 |
mo_sin_old_rev_tl_op
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 479 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 182.2506639 |
| Minimum | 12 |
|---|---|
| Maximum | 821 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 49 |
| Q1 | 118 |
| median | 165 |
| Q3 | 233 |
| 95-th percentile | 368 |
| Maximum | 821 |
| Range | 809 |
| Interquartile range (IQR) | 115 |
Descriptive statistics
| Standard deviation | 96.75162678 |
|---|---|
| Coefficient of variation (CV) | 0.5308711897 |
| Kurtosis | 1.602283907 |
| Mean | 182.2506639 |
| Median Absolute Deviation (MAD) | 55 |
| Skewness | 1.019586573 |
| Sum | 892117 |
| Variance | 9360.877286 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 147 | 39 | 0.8% |
| 124 | 34 | 0.7% |
| 125 | 34 | 0.7% |
| 158 | 34 | 0.7% |
| 133 | 33 | 0.7% |
| 138 | 33 | 0.7% |
| 162 | 33 | 0.7% |
| 169 | 32 | 0.6% |
| 145 | 32 | 0.6% |
| 139 | 31 | 0.6% |
| Other values (469) | 4560 | |
| (Missing) | 105 | 2.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | |
| 13 | 1 | |
| 14 | 1 | |
| 15 | 2 | |
| 16 | 2 |
| Value | Count | Frequency (%) |
| 821 | 1 | |
| 682 | 1 | |
| 651 | 1 | |
| 645 | 1 | |
| 636 | 1 |
mo_sin_rcnt_rev_tl_op
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 125 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.14525026 |
| Minimum | 0 |
|---|---|
| Maximum | 279 |
| Zeros | 75 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 8 |
| Q3 | 17 |
| 95-th percentile | 46 |
| Maximum | 279 |
| Range | 279 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 18.32457069 |
|---|---|
| Coefficient of variation (CV) | 1.295457511 |
| Kurtosis | 28.17598991 |
| Mean | 14.14525026 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 4.07072991 |
| Sum | 69241 |
| Variance | 335.7898911 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 382 | 7.6% |
| 3 | 361 | 7.2% |
| 4 | 319 | 6.4% |
| 1 | 302 | 6.0% |
| 5 | 295 | 5.9% |
| 6 | 271 | 5.4% |
| 7 | 241 | 4.8% |
| 8 | 224 | 4.5% |
| 10 | 201 | 4.0% |
| 9 | 170 | 3.4% |
| Other values (115) | 2129 |
| Value | Count | Frequency (%) |
| 0 | 75 | 1.5% |
| 1 | 302 | |
| 2 | 382 | |
| 3 | 361 | |
| 4 | 319 |
| Value | Count | Frequency (%) |
| 279 | 1 | |
| 223 | 1 | |
| 199 | 1 | |
| 193 | 1 | |
| 190 | 1 |
mo_sin_rcnt_tl
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 79 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.3546476 |
| Minimum | 0 |
|---|---|
| Maximum | 126 |
| Zeros | 78 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 24 |
| Maximum | 126 |
| Range | 126 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 9.306021136 |
|---|---|
| Coefficient of variation (CV) | 1.113873569 |
| Kurtosis | 32.14065808 |
| Mean | 8.3546476 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 4.279159142 |
| Sum | 40896 |
| Variance | 86.60202938 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 542 | |
| 3 | 505 | 10.1% |
| 4 | 435 | 8.7% |
| 1 | 407 | 8.1% |
| 5 | 388 | 7.8% |
| 6 | 353 | 7.1% |
| 7 | 290 | 5.8% |
| 8 | 252 | 5.0% |
| 9 | 202 | 4.0% |
| 10 | 193 | 3.9% |
| Other values (69) | 1328 |
| Value | Count | Frequency (%) |
| 0 | 78 | 1.6% |
| 1 | 407 | |
| 2 | 542 | |
| 3 | 505 | |
| 4 | 435 |
| Value | Count | Frequency (%) |
| 126 | 1 | |
| 113 | 1 | |
| 110 | 1 | |
| 108 | 1 | |
| 107 | 1 |
mort_acc
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 75 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.557563452 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 2081 |
| Zeros (%) | 41.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.8952531 |
|---|---|
| Coefficient of variation (CV) | 1.216806351 |
| Kurtosis | 3.11936416 |
| Mean | 1.557563452 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.5246564 |
| Sum | 7671 |
| Variance | 3.591984314 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2081 | |
| 1 | 862 | |
| 2 | 715 | 14.3% |
| 3 | 531 | 10.6% |
| 4 | 327 | 6.5% |
| 5 | 186 | 3.7% |
| 6 | 117 | 2.3% |
| 7 | 60 | 1.2% |
| 8 | 23 | 0.5% |
| 9 | 8 | 0.2% |
| Other values (6) | 15 | 0.3% |
| (Missing) | 75 | 1.5% |
| Value | Count | Frequency (%) |
| 0 | 2081 | |
| 1 | 862 | |
| 2 | 715 | 14.3% |
| 3 | 531 | 10.6% |
| 4 | 327 | 6.5% |
| Value | Count | Frequency (%) |
| 16 | 1 | |
| 15 | 1 | |
| 13 | 1 | |
| 12 | 2 | |
| 11 | 2 |
mths_since_recent_bc
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 200 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 116 |
| Missing (%) | 2.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.36404586 |
| Minimum | 0 |
|---|---|
| Maximum | 341 |
| Zeros | 35 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 14 |
| Q3 | 30 |
| 95-th percentile | 91 |
| Maximum | 341 |
| Range | 341 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 33.96251661 |
|---|---|
| Coefficient of variation (CV) | 1.339002334 |
| Kurtosis | 17.0483247 |
| Mean | 25.36404586 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 3.440978649 |
| Sum | 123878 |
| Variance | 1153.452535 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 249 | 5.0% |
| 2 | 225 | 4.5% |
| 4 | 225 | 4.5% |
| 5 | 213 | 4.3% |
| 6 | 197 | 3.9% |
| 7 | 192 | 3.8% |
| 8 | 180 | 3.6% |
| 10 | 174 | 3.5% |
| 12 | 153 | 3.1% |
| 9 | 153 | 3.1% |
| Other values (190) | 2923 |
| Value | Count | Frequency (%) |
| 0 | 35 | 0.7% |
| 1 | 149 | |
| 2 | 225 | |
| 3 | 249 | |
| 4 | 225 |
| Value | Count | Frequency (%) |
| 341 | 1 | |
| 322 | 1 | |
| 316 | 1 | |
| 307 | 1 | |
| 304 | 1 |
mths_since_recent_bc_dlq
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 97 |
|---|---|
| Distinct (%) | 8.5% |
| Missing | 3854 |
| Missing (%) | 77.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.40663176 |
| Minimum | 0 |
|---|---|
| Maximum | 118 |
| Zeros | 4 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6.25 |
| Q1 | 20 |
| median | 37 |
| Q3 | 59 |
| 95-th percentile | 76 |
| Maximum | 118 |
| Range | 118 |
| Interquartile range (IQR) | 39 |
Descriptive statistics
| Standard deviation | 22.65373504 |
|---|---|
| Coefficient of variation (CV) | 0.5748711329 |
| Kurtosis | -0.8640214905 |
| Mean | 39.40663176 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 0.2714395792 |
| Sum | 45160 |
| Variance | 513.1917114 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31 | 26 | 0.5% |
| 15 | 24 | 0.5% |
| 34 | 23 | 0.5% |
| 28 | 22 | 0.4% |
| 29 | 22 | 0.4% |
| 13 | 22 | 0.4% |
| 23 | 21 | 0.4% |
| 33 | 21 | 0.4% |
| 16 | 21 | 0.4% |
| 67 | 21 | 0.4% |
| Other values (87) | 923 | 18.5% |
| (Missing) | 3854 |
| Value | Count | Frequency (%) |
| 0 | 4 | 0.1% |
| 1 | 8 | |
| 2 | 6 | |
| 3 | 10 | |
| 4 | 9 |
| Value | Count | Frequency (%) |
| 118 | 1 | |
| 100 | 1 | |
| 99 | 1 | |
| 98 | 1 | |
| 94 | 1 |
mths_since_recent_inq
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 612 |
| Missing (%) | 12.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.019143118 |
| Minimum | 0 |
|---|---|
| Maximum | 24 |
| Zeros | 338 |
| Zeros (%) | 6.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 19 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 5.957305587 |
|---|---|
| Coefficient of variation (CV) | 0.8487226271 |
| Kurtosis | -0.08218000145 |
| Mean | 7.019143118 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.883160851 |
| Sum | 30800 |
| Variance | 35.48948985 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 508 | 10.2% |
| 2 | 416 | 8.3% |
| 3 | 355 | 7.1% |
| 0 | 338 | 6.8% |
| 4 | 322 | 6.4% |
| 6 | 269 | 5.4% |
| 5 | 254 | 5.1% |
| 7 | 232 | 4.6% |
| 8 | 221 | 4.4% |
| 9 | 190 | 3.8% |
| Other values (15) | 1283 | |
| (Missing) | 612 |
| Value | Count | Frequency (%) |
| 0 | 338 | |
| 1 | 508 | |
| 2 | 416 | |
| 3 | 355 | |
| 4 | 322 |
| Value | Count | Frequency (%) |
| 24 | 18 | 0.4% |
| 23 | 37 | |
| 22 | 55 | |
| 21 | 37 | |
| 20 | 52 |
mths_since_recent_revol_delinq
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 96 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 3358 |
| Missing (%) | 67.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.59439708 |
| Minimum | 0 |
|---|---|
| Maximum | 113 |
| Zeros | 5 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 17 |
| median | 32 |
| Q3 | 53 |
| 95-th percentile | 75 |
| Maximum | 113 |
| Range | 113 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 22.31490142 |
|---|---|
| Coefficient of variation (CV) | 0.626921742 |
| Kurtosis | -0.7367276958 |
| Mean | 35.59439708 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.4607995153 |
| Sum | 58446 |
| Variance | 497.9548254 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 39 | 0.8% |
| 15 | 38 | 0.8% |
| 31 | 35 | 0.7% |
| 9 | 34 | 0.7% |
| 22 | 34 | 0.7% |
| 28 | 31 | 0.6% |
| 29 | 30 | 0.6% |
| 12 | 29 | 0.6% |
| 6 | 28 | 0.6% |
| 16 | 28 | 0.6% |
| Other values (86) | 1316 | 26.3% |
| (Missing) | 3358 |
| Value | Count | Frequency (%) |
| 0 | 5 | 0.1% |
| 1 | 11 | |
| 2 | 14 | |
| 3 | 14 | |
| 4 | 22 |
| Value | Count | Frequency (%) |
| 113 | 1 | |
| 100 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 94 | 2 |
num_accts_ever_120_pd
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4870275792 |
| Minimum | 0 |
|---|---|
| Maximum | 22 |
| Zeros | 3739 |
| Zeros (%) | 74.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 22 |
| Range | 22 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.284509439 |
|---|---|
| Coefficient of variation (CV) | 2.637447022 |
| Kurtosis | 48.59157206 |
| Mean | 0.4870275792 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.365543477 |
| Sum | 2384 |
| Variance | 1.649964498 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3739 | |
| 1 | 649 | 13.0% |
| 2 | 246 | 4.9% |
| 3 | 107 | 2.1% |
| 4 | 49 | 1.0% |
| 5 | 40 | 0.8% |
| 6 | 19 | 0.4% |
| 7 | 18 | 0.4% |
| 8 | 11 | 0.2% |
| 9 | 7 | 0.1% |
| Other values (6) | 10 | 0.2% |
| (Missing) | 105 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 3739 | |
| 1 | 649 | 13.0% |
| 2 | 246 | 4.9% |
| 3 | 107 | 2.1% |
| 4 | 49 | 1.0% |
| Value | Count | Frequency (%) |
| 22 | 1 | |
| 20 | 1 | |
| 18 | 1 | |
| 13 | 1 | |
| 11 | 2 |
num_actv_bc_tl
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.741573034 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 102 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.331448871 |
|---|---|
| Coefficient of variation (CV) | 0.6231199686 |
| Kurtosis | 3.466426363 |
| Mean | 3.741573034 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.390887715 |
| Sum | 18315 |
| Variance | 5.435653839 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 1008 | |
| 2 | 962 | |
| 4 | 845 | |
| 1 | 546 | |
| 5 | 538 | |
| 6 | 358 | 7.2% |
| 7 | 216 | 4.3% |
| 8 | 119 | 2.4% |
| 0 | 102 | 2.0% |
| 9 | 75 | 1.5% |
| Other values (10) | 126 | 2.5% |
| (Missing) | 105 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 102 | 2.0% |
| 1 | 546 | |
| 2 | 962 | |
| 3 | 1008 | |
| 4 | 845 |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 18 | 2 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 3 | |
| 15 | 5 |
num_actv_rev_tl
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.686006129 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 26 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.362950844 |
|---|---|
| Coefficient of variation (CV) | 0.5914434082 |
| Kurtosis | 3.82050654 |
| Mean | 5.686006129 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.487428103 |
| Sum | 27833 |
| Variance | 11.30943838 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 760 | |
| 4 | 713 | |
| 3 | 681 | |
| 6 | 513 | |
| 2 | 458 | |
| 7 | 437 | |
| 8 | 339 | |
| 9 | 242 | 4.8% |
| 1 | 169 | 3.4% |
| 10 | 156 | 3.1% |
| Other values (17) | 427 |
| Value | Count | Frequency (%) |
| 0 | 26 | 0.5% |
| 1 | 169 | 3.4% |
| 2 | 458 | |
| 3 | 681 | |
| 4 | 713 |
| Value | Count | Frequency (%) |
| 28 | 2 | |
| 26 | 2 | |
| 24 | 4 | |
| 23 | 1 | < 0.1% |
| 22 | 2 |
num_bc_sats
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 89 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.843616371 |
| Minimum | 0 |
|---|---|
| Maximum | 29 |
| Zeros | 40 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 29 |
| Range | 29 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.013543677 |
|---|---|
| Coefficient of variation (CV) | 0.622168117 |
| Kurtosis | 4.47047093 |
| Mean | 4.843616371 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.555478815 |
| Sum | 23787 |
| Variance | 9.081445494 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 820 | |
| 3 | 804 | |
| 5 | 661 | |
| 2 | 639 | |
| 6 | 507 | |
| 7 | 344 | |
| 1 | 342 | |
| 8 | 236 | 4.7% |
| 9 | 165 | 3.3% |
| 10 | 115 | 2.3% |
| Other values (17) | 278 | 5.6% |
| (Missing) | 89 | 1.8% |
| Value | Count | Frequency (%) |
| 0 | 40 | 0.8% |
| 1 | 342 | |
| 2 | 639 | |
| 3 | 804 | |
| 4 | 820 |
| Value | Count | Frequency (%) |
| 29 | 1 | |
| 26 | 1 | |
| 24 | 1 | |
| 23 | 1 | |
| 22 | 2 |
num_bc_tl
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 36 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.715628192 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 9 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.607392526 |
|---|---|
| Coefficient of variation (CV) | 0.5971506676 |
| Kurtosis | 2.841031939 |
| Mean | 7.715628192 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.333664938 |
| Sum | 37768 |
| Variance | 21.22806589 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 516 | |
| 6 | 514 | |
| 4 | 505 | |
| 8 | 447 | |
| 7 | 438 | |
| 3 | 384 | |
| 9 | 344 | 6.9% |
| 10 | 283 | 5.7% |
| 2 | 259 | 5.2% |
| 11 | 255 | 5.1% |
| Other values (26) | 950 |
| Value | Count | Frequency (%) |
| 0 | 9 | 0.2% |
| 1 | 111 | 2.2% |
| 2 | 259 | |
| 3 | 384 | |
| 4 | 505 |
| Value | Count | Frequency (%) |
| 39 | 1 | |
| 35 | 1 | |
| 33 | 1 | |
| 32 | 1 | |
| 31 | 1 |
num_il_tl
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 53 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.224923391 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 144 |
| Zeros (%) | 2.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 22.3 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.135809065 |
|---|---|
| Coefficient of variation (CV) | 0.867583651 |
| Kurtosis | 5.46678715 |
| Mean | 8.224923391 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.921117438 |
| Sum | 40261 |
| Variance | 50.91977101 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 455 | 9.1% |
| 5 | 417 | 8.3% |
| 4 | 410 | 8.2% |
| 2 | 393 | 7.9% |
| 6 | 352 | 7.0% |
| 7 | 342 | 6.8% |
| 1 | 324 | 6.5% |
| 8 | 292 | 5.8% |
| 9 | 269 | 5.4% |
| 10 | 223 | 4.5% |
| Other values (43) | 1418 |
| Value | Count | Frequency (%) |
| 0 | 144 | 2.9% |
| 1 | 324 | |
| 2 | 393 | |
| 3 | 455 | |
| 4 | 410 |
| Value | Count | Frequency (%) |
| 58 | 1 | |
| 57 | 1 | |
| 55 | 2 | |
| 52 | 1 | |
| 49 | 2 |
num_op_rev_tl
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 37 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.319305414 |
| Minimum | 0 |
|---|---|
| Maximum | 54 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 7 |
| Q3 | 11 |
| 95-th percentile | 17 |
| Maximum | 54 |
| Range | 54 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.699857958 |
|---|---|
| Coefficient of variation (CV) | 0.5649339367 |
| Kurtosis | 4.861678661 |
| Mean | 8.319305414 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.550165561 |
| Sum | 40723 |
| Variance | 22.08866482 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 535 | |
| 5 | 502 | |
| 7 | 490 | |
| 8 | 475 | |
| 4 | 435 | |
| 9 | 385 | 7.7% |
| 3 | 309 | 6.2% |
| 10 | 296 | 5.9% |
| 11 | 260 | 5.2% |
| 12 | 227 | 4.5% |
| Other values (27) | 981 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 48 | 1.0% |
| 2 | 165 | 3.3% |
| 3 | 309 | |
| 4 | 435 |
| Value | Count | Frequency (%) |
| 54 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 33 | 2 | |
| 32 | 3 |
num_rev_accts
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 57 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.96302349 |
| Minimum | 2 |
|---|---|
| Maximum | 68 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 12 |
| Q3 | 18 |
| 95-th percentile | 29 |
| Maximum | 68 |
| Range | 66 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 7.954461564 |
|---|---|
| Coefficient of variation (CV) | 0.5696804541 |
| Kurtosis | 3.404166568 |
| Mean | 13.96302349 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.397557147 |
| Sum | 68349 |
| Variance | 63.27345878 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 324 | 6.5% |
| 11 | 298 | 6.0% |
| 7 | 294 | 5.9% |
| 9 | 292 | 5.8% |
| 12 | 281 | 5.6% |
| 8 | 266 | 5.3% |
| 14 | 253 | 5.1% |
| 13 | 244 | 4.9% |
| 6 | 242 | 4.8% |
| 15 | 216 | 4.3% |
| Other values (47) | 2185 |
| Value | Count | Frequency (%) |
| 2 | 46 | 0.9% |
| 3 | 88 | 1.8% |
| 4 | 156 | |
| 5 | 198 | |
| 6 | 242 |
| Value | Count | Frequency (%) |
| 68 | 1 | |
| 65 | 2 | |
| 64 | 1 | |
| 58 | 1 | |
| 55 | 1 |
num_rev_tl_bal_gt_0
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.642492339 |
| Minimum | 0 |
|---|---|
| Maximum | 26 |
| Zeros | 25 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 26 |
| Range | 26 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.27659536 |
|---|---|
| Coefficient of variation (CV) | 0.5807000104 |
| Kurtosis | 3.096241866 |
| Mean | 5.642492339 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.375262654 |
| Sum | 27620 |
| Variance | 10.73607715 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 764 | |
| 4 | 715 | |
| 3 | 681 | |
| 6 | 523 | |
| 2 | 456 | |
| 7 | 434 | |
| 8 | 354 | |
| 9 | 230 | 4.6% |
| 1 | 173 | 3.5% |
| 10 | 156 | 3.1% |
| Other values (16) | 409 |
| Value | Count | Frequency (%) |
| 0 | 25 | 0.5% |
| 1 | 173 | 3.5% |
| 2 | 456 | |
| 3 | 681 | |
| 4 | 715 |
| Value | Count | Frequency (%) |
| 26 | 1 | < 0.1% |
| 24 | 3 | |
| 23 | 1 | < 0.1% |
| 22 | 3 | |
| 21 | 3 |
num_sats
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 89 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.59254734 |
| Minimum | 1 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 56 |
| Range | 55 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.631915296 |
|---|---|
| Coefficient of variation (CV) | 0.4858220657 |
| Kurtosis | 3.168353279 |
| Mean | 11.59254734 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.314436207 |
| Sum | 56931 |
| Variance | 31.7184699 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 446 | 8.9% |
| 8 | 439 | 8.8% |
| 10 | 403 | 8.1% |
| 11 | 374 | 7.5% |
| 7 | 372 | 7.4% |
| 12 | 321 | 6.4% |
| 6 | 301 | 6.0% |
| 13 | 298 | 6.0% |
| 14 | 275 | 5.5% |
| 5 | 234 | 4.7% |
| Other values (34) | 1448 |
| Value | Count | Frequency (%) |
| 1 | 5 | 0.1% |
| 2 | 15 | 0.3% |
| 3 | 72 | 1.4% |
| 4 | 157 | |
| 5 | 234 |
| Value | Count | Frequency (%) |
| 56 | 1 | |
| 47 | 1 | |
| 45 | 1 | |
| 43 | 1 | |
| 42 | 1 |
num_tl_120dpd_2m
Categorical
HIGH CORRELATION  IMBALANCE  MISSING 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 281 |
| Missing (%) | 5.6% |
| Memory size | 78.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 2 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 14157 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4717 | |
| 1.0 | 2 | < 0.1% |
| (Missing) | 281 | 5.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4717 | |
| 1.0 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9436 | |
| . | 4719 | |
| 1 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 9438 | |
| Other Punctuation | 4719 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 9436 | |
| 1 | 2 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4719 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 14157 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 9436 | |
| . | 4719 | |
| 1 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 14157 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 9436 | |
| . | 4719 | |
| 1 | 2 | < 0.1% |
num_tl_30dpd
Categorical
HIGH CORRELATION  IMBALANCE  MISSING 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Memory size | 78.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | 13 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 14685 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4882 | |
| 1.0 | 13 | 0.3% |
| (Missing) | 105 | 2.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4882 | |
| 1.0 | 13 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9777 | |
| . | 4895 | |
| 1 | 13 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 9790 | |
| Other Punctuation | 4895 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 9777 | |
| 1 | 13 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4895 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 14685 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 9777 | |
| . | 4895 | |
| 1 | 13 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 14685 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 9777 | |
| . | 4895 | |
| 1 | 13 | 0.1% |
num_tl_90g_dpd_24m
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08232890705 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 4631 |
| Zeros (%) | 92.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4697253435 |
|---|---|
| Coefficient of variation (CV) | 5.705472845 |
| Kurtosis | 175.9977998 |
| Mean | 0.08232890705 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.17441788 |
| Sum | 403 |
| Variance | 0.2206418983 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4631 | |
| 1 | 200 | 4.0% |
| 2 | 38 | 0.8% |
| 3 | 12 | 0.2% |
| 6 | 4 | 0.1% |
| 4 | 3 | 0.1% |
| 5 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| (Missing) | 105 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 4631 | |
| 1 | 200 | 4.0% |
| 2 | 38 | 0.8% |
| 3 | 12 | 0.2% |
| 4 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 10 | 2 | |
| 9 | 2 | |
| 7 | 1 | < 0.1% |
| 6 | 4 | |
| 5 | 2 |
num_tl_op_past_12m
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.077425945 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 952 |
| Zeros (%) | 19.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.879255453 |
|---|---|
| Coefficient of variation (CV) | 0.9046076743 |
| Kurtosis | 10.20474586 |
| Mean | 2.077425945 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.849627982 |
| Sum | 10169 |
| Variance | 3.531601056 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1261 | |
| 2 | 1044 | |
| 0 | 952 | |
| 3 | 754 | |
| 4 | 409 | 8.2% |
| 5 | 232 | 4.6% |
| 6 | 116 | 2.3% |
| 7 | 60 | 1.2% |
| 8 | 23 | 0.5% |
| 9 | 19 | 0.4% |
| Other values (7) | 25 | 0.5% |
| (Missing) | 105 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 952 | |
| 1 | 1261 | |
| 2 | 1044 | |
| 3 | 754 | |
| 4 | 409 | 8.2% |
| Value | Count | Frequency (%) |
| 28 | 1 | |
| 15 | 1 | |
| 14 | 1 | |
| 13 | 2 | |
| 12 | 2 |
pct_tl_nvr_dlq
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 244 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.19436159 |
| Minimum | 33.3 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 33.3 |
|---|---|
| 5-th percentile | 75 |
| Q1 | 91.7 |
| median | 100 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 66.7 |
| Interquartile range (IQR) | 8.3 |
Descriptive statistics
| Standard deviation | 8.860533207 |
|---|---|
| Coefficient of variation (CV) | 0.09406649248 |
| Kurtosis | 5.736324255 |
| Mean | 94.19436159 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.17625578 |
| Sum | 461081.4 |
| Variance | 78.50904871 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 2480 | |
| 95 | 73 | 1.5% |
| 90 | 69 | 1.4% |
| 91.7 | 66 | 1.3% |
| 90.9 | 61 | 1.2% |
| 92.9 | 54 | 1.1% |
| 92.3 | 52 | 1.0% |
| 83.3 | 52 | 1.0% |
| 88.9 | 50 | 1.0% |
| 95.2 | 50 | 1.0% |
| Other values (234) | 1888 | |
| (Missing) | 105 | 2.1% |
| Value | Count | Frequency (%) |
| 33.3 | 1 | |
| 34.4 | 1 | |
| 36.8 | 1 | |
| 41.7 | 1 | |
| 42.9 | 1 |
| Value | Count | Frequency (%) |
| 100 | 2480 | |
| 98.7 | 1 | < 0.1% |
| 98.6 | 2 | < 0.1% |
| 98.5 | 2 | < 0.1% |
| 98.4 | 2 | < 0.1% |
percent_bc_gt_75
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 74 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 124 |
| Missing (%) | 2.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.12481952 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 1349 |
| Zeros (%) | 27.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 37.5 |
| Q3 | 71.4 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 71.4 |
Descriptive statistics
| Standard deviation | 36.09611308 |
|---|---|
| Coefficient of variation (CV) | 0.8568846937 |
| Kurtosis | -1.246131468 |
| Mean | 42.12481952 |
| Median Absolute Deviation (MAD) | 37.5 |
| Skewness | 0.3154959967 |
| Sum | 205400.62 |
| Variance | 1302.929379 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1349 | |
| 100 | 807 | |
| 50 | 531 | 10.6% |
| 33.3 | 319 | 6.4% |
| 66.7 | 297 | 5.9% |
| 25 | 226 | 4.5% |
| 75 | 176 | 3.5% |
| 20 | 139 | 2.8% |
| 40 | 124 | 2.5% |
| 60 | 107 | 2.1% |
| Other values (64) | 801 | |
| (Missing) | 124 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 1349 | |
| 0.5 | 1 | < 0.1% |
| 0.67 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 4.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 807 | |
| 90.9 | 3 | 0.1% |
| 90 | 6 | 0.1% |
| 88.9 | 3 | 0.1% |
| 87.5 | 10 | 0.2% |
pub_rec_bankruptcies
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 78.1 KiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 | 26 |
| 3.0 | 7 |
| 4.0 | 3 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 14997 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4408 | |
| 1.0 | 555 | 11.1% |
| 2.0 | 26 | 0.5% |
| 3.0 | 7 | 0.1% |
| 4.0 | 3 | 0.1% |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4408 | |
| 1.0 | 555 | 11.1% |
| 2.0 | 26 | 0.5% |
| 3.0 | 7 | 0.1% |
| 4.0 | 3 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9407 | |
| . | 4999 | |
| 1 | 555 | 3.7% |
| 2 | 26 | 0.2% |
| 3 | 7 | < 0.1% |
| 4 | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 9998 | |
| Other Punctuation | 4999 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 9407 | |
| 1 | 555 | 5.6% |
| 2 | 26 | 0.3% |
| 3 | 7 | 0.1% |
| 4 | 3 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4999 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 14997 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 9407 | |
| . | 4999 | |
| 1 | 555 | 3.7% |
| 2 | 26 | 0.2% |
| 3 | 7 | < 0.1% |
| 4 | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 14997 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 9407 | |
| . | 4999 | |
| 1 | 555 | 3.7% |
| 2 | 26 | 0.2% |
| 3 | 7 | < 0.1% |
| 4 | 3 | < 0.1% |
tax_liens
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0454 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 4861 |
| Zeros (%) | 97.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3355016427 |
|---|---|
| Coefficient of variation (CV) | 7.389904025 |
| Kurtosis | 157.1691727 |
| Mean | 0.0454 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.1276604 |
| Sum | 227 |
| Variance | 0.1125613523 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4861 | |
| 1 | 94 | 1.9% |
| 2 | 26 | 0.5% |
| 3 | 7 | 0.1% |
| 4 | 5 | 0.1% |
| 6 | 3 | 0.1% |
| 5 | 3 | 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 4861 | |
| 1 | 94 | 1.9% |
| 2 | 26 | 0.5% |
| 3 | 7 | 0.1% |
| 4 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 3 | |
| 5 | 3 | |
| 4 | 5 | |
| 3 | 7 |
tot_hi_cred_lim
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 4697 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 177858.5986 |
| Minimum | 1900 |
|---|---|
| Maximum | 2193899 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 1900 |
|---|---|
| 5-th percentile | 18891 |
| Q1 | 50350.5 |
| median | 113374 |
| Q3 | 257039.5 |
| 95-th percentile | 517251.4 |
| Maximum | 2193899 |
| Range | 2191999 |
| Interquartile range (IQR) | 206689 |
Descriptive statistics
| Standard deviation | 176258.7749 |
|---|---|
| Coefficient of variation (CV) | 0.9910050813 |
| Kurtosis | 9.170905524 |
| Mean | 177858.5986 |
| Median Absolute Deviation (MAD) | 78204 |
| Skewness | 2.184220621 |
| Sum | 870617840 |
| Variance | 3.106715574 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34000 | 6 | 0.1% |
| 21200 | 5 | 0.1% |
| 29000 | 5 | 0.1% |
| 13000 | 5 | 0.1% |
| 24900 | 4 | 0.1% |
| 19000 | 4 | 0.1% |
| 14800 | 4 | 0.1% |
| 64200 | 3 | 0.1% |
| 36400 | 3 | 0.1% |
| 21800 | 3 | 0.1% |
| Other values (4687) | 4853 | |
| (Missing) | 105 | 2.1% |
| Value | Count | Frequency (%) |
| 1900 | 1 | |
| 2000 | 1 | |
| 2400 | 1 | |
| 2800 | 1 | |
| 3100 | 1 |
| Value | Count | Frequency (%) |
| 2193899 | 1 | |
| 1555818 | 1 | |
| 1513675 | 1 | |
| 1452426 | 1 | |
| 1443207 | 1 |
total_bal_ex_mort
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 4807 |
|---|---|
| Distinct (%) | 97.6% |
| Missing | 75 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50629.86294 |
| Minimum | 0 |
|---|---|
| Maximum | 503654 |
| Zeros | 4 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6792.2 |
| Q1 | 21087 |
| median | 37348 |
| Q3 | 62549 |
| 95-th percentile | 135631 |
| Maximum | 503654 |
| Range | 503654 |
| Interquartile range (IQR) | 41462 |
Descriptive statistics
| Standard deviation | 48457.26675 |
|---|---|
| Coefficient of variation (CV) | 0.9570886415 |
| Kurtosis | 14.21358119 |
| Mean | 50629.86294 |
| Median Absolute Deviation (MAD) | 19325 |
| Skewness | 2.997002993 |
| Sum | 249352075 |
| Variance | 2348106700 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4 | 0.1% |
| 17784 | 3 | 0.1% |
| 39150 | 2 | < 0.1% |
| 19974 | 2 | < 0.1% |
| 50467 | 2 | < 0.1% |
| 8185 | 2 | < 0.1% |
| 31468 | 2 | < 0.1% |
| 7744 | 2 | < 0.1% |
| 34109 | 2 | < 0.1% |
| 14338 | 2 | < 0.1% |
| Other values (4797) | 4902 | |
| (Missing) | 75 | 1.5% |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 34 | 1 | < 0.1% |
| 61 | 1 | < 0.1% |
| 81 | 1 | < 0.1% |
| 87 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 503654 | 1 | |
| 490077 | 1 | |
| 456634 | 1 | |
| 453441 | 1 | |
| 419773 | 1 |
total_bc_limit
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 895 |
|---|---|
| Distinct (%) | 18.2% |
| Missing | 75 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23496.26964 |
| Minimum | 0 |
|---|---|
| Maximum | 262700 |
| Zeros | 49 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2300 |
| Q1 | 8500 |
| median | 16500 |
| Q3 | 31100 |
| 95-th percentile | 67700 |
| Maximum | 262700 |
| Range | 262700 |
| Interquartile range (IQR) | 22600 |
Descriptive statistics
| Standard deviation | 22931.61149 |
|---|---|
| Coefficient of variation (CV) | 0.9759681788 |
| Kurtosis | 11.35368752 |
| Mean | 23496.26964 |
| Median Absolute Deviation (MAD) | 9700 |
| Skewness | 2.557697395 |
| Sum | 115719128 |
| Variance | 525858805.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 49 | 1.0% |
| 10000 | 40 | 0.8% |
| 7500 | 37 | 0.7% |
| 8000 | 36 | 0.7% |
| 3000 | 34 | 0.7% |
| 7000 | 32 | 0.6% |
| 6000 | 32 | 0.6% |
| 9000 | 31 | 0.6% |
| 2000 | 31 | 0.6% |
| 11500 | 31 | 0.6% |
| Other values (885) | 4572 | |
| (Missing) | 75 | 1.5% |
| Value | Count | Frequency (%) |
| 0 | 49 | |
| 200 | 1 | < 0.1% |
| 300 | 4 | 0.1% |
| 400 | 1 | < 0.1% |
| 500 | 12 | 0.2% |
| Value | Count | Frequency (%) |
| 262700 | 1 | |
| 233300 | 1 | |
| 226400 | 1 | |
| 198800 | 1 | |
| 193000 | 1 |
total_il_high_credit_limit
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 3934 |
|---|---|
| Distinct (%) | 80.4% |
| Missing | 105 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43315.40429 |
| Minimum | 0 |
|---|---|
| Maximum | 402132 |
| Zeros | 606 |
| Zeros (%) | 12.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 14897 |
| median | 32239 |
| Q3 | 58184 |
| 95-th percentile | 125023.2 |
| Maximum | 402132 |
| Range | 402132 |
| Interquartile range (IQR) | 43287 |
Descriptive statistics
| Standard deviation | 44376.6619 |
|---|---|
| Coefficient of variation (CV) | 1.024500697 |
| Kurtosis | 10.56609259 |
| Mean | 43315.40429 |
| Median Absolute Deviation (MAD) | 20408 |
| Skewness | 2.521000351 |
| Sum | 212028904 |
| Variance | 1969288121 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 606 | 12.1% |
| 10000 | 33 | 0.7% |
| 15000 | 26 | 0.5% |
| 12000 | 23 | 0.5% |
| 20000 | 14 | 0.3% |
| 25000 | 13 | 0.3% |
| 5000 | 12 | 0.2% |
| 6000 | 11 | 0.2% |
| 35000 | 10 | 0.2% |
| 16000 | 10 | 0.2% |
| Other values (3924) | 4137 | |
| (Missing) | 105 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 606 | |
| 500 | 1 | < 0.1% |
| 501 | 1 | < 0.1% |
| 598 | 1 | < 0.1% |
| 994 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 402132 | 1 | |
| 394018 | 1 | |
| 393842 | 1 | |
| 364540 | 1 | |
| 364219 | 1 |
hardship_flag
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 43.9 KiB |
| False | |
|---|---|
| True | 3 |
| Value | Count | Frequency (%) |
| False | 4997 | |
| True | 3 | 0.1% |
disbursement_method
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| Cash | |
|---|---|
| DirectPay | 160 |
Length
| Max length | 9 |
|---|---|
| Median length | 4 |
| Mean length | 4.16 |
| Min length | 4 |
Characters and Unicode
| Total characters | 20800 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Cash |
|---|---|
| 2nd row | Cash |
| 3rd row | Cash |
| 4th row | Cash |
| 5th row | Cash |
Common Values
| Value | Count | Frequency (%) |
| Cash | 4840 | |
| DirectPay | 160 | 3.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| cash | 4840 | |
| directpay | 160 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 5000 | |
| C | 4840 | |
| s | 4840 | |
| h | 4840 | |
| D | 160 | 0.8% |
| i | 160 | 0.8% |
| r | 160 | 0.8% |
| e | 160 | 0.8% |
| c | 160 | 0.8% |
| t | 160 | 0.8% |
| Other values (2) | 320 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 15640 | |
| Uppercase Letter | 5160 | 24.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 5000 | |
| s | 4840 | |
| h | 4840 | |
| i | 160 | 1.0% |
| r | 160 | 1.0% |
| e | 160 | 1.0% |
| c | 160 | 1.0% |
| t | 160 | 1.0% |
| y | 160 | 1.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 4840 | |
| D | 160 | 3.1% |
| P | 160 | 3.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 20800 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 5000 | |
| C | 4840 | |
| s | 4840 | |
| h | 4840 | |
| D | 160 | 0.8% |
| i | 160 | 0.8% |
| r | 160 | 0.8% |
| e | 160 | 0.8% |
| c | 160 | 0.8% |
| t | 160 | 0.8% |
| Other values (2) | 320 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20800 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 5000 | |
| C | 4840 | |
| s | 4840 | |
| h | 4840 | |
| D | 160 | 0.8% |
| i | 160 | 0.8% |
| r | 160 | 0.8% |
| e | 160 | 0.8% |
| c | 160 | 0.8% |
| t | 160 | 0.8% |
| Other values (2) | 320 | 1.5% |
debt_settlement_flag
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 43.9 KiB |
| False | |
|---|---|
| True | 95 |
| Value | Count | Frequency (%) |
| False | 4905 | |
| True | 95 | 1.9% |
| loan_amnt | funded_amnt | funded_amnt_inv | int_rate | installment | annual_inc | dti | delinq_2yrs | fico_range_low | fico_range_high | inq_last_6mths | mths_since_last_delinq | mths_since_last_record | open_acc | pub_rec | revol_bal | revol_util | total_acc | out_prncp | out_prncp_inv | total_pymnt | total_pymnt_inv | total_rec_prncp | total_rec_int | total_rec_late_fee | recoveries | collection_recovery_fee | last_pymnt_amnt | last_fico_range_high | last_fico_range_low | mths_since_last_major_derog | tot_coll_amt | tot_cur_bal | open_acc_6m | open_act_il | open_il_12m | open_il_24m | mths_since_rcnt_il | total_bal_il | il_util | open_rv_12m | open_rv_24m | max_bal_bc | all_util | total_rev_hi_lim | inq_fi | total_cu_tl | inq_last_12m | acc_open_past_24mths | avg_cur_bal | bc_open_to_buy | bc_util | delinq_amnt | mo_sin_old_il_acct | mo_sin_old_rev_tl_op | mo_sin_rcnt_rev_tl_op | mo_sin_rcnt_tl | mort_acc | mths_since_recent_bc | mths_since_recent_bc_dlq | mths_since_recent_inq | mths_since_recent_revol_delinq | num_accts_ever_120_pd | num_actv_bc_tl | num_actv_rev_tl | num_bc_sats | num_bc_tl | num_il_tl | num_op_rev_tl | num_rev_accts | num_rev_tl_bal_gt_0 | num_sats | num_tl_90g_dpd_24m | num_tl_op_past_12m | pct_tl_nvr_dlq | percent_bc_gt_75 | tax_liens | tot_hi_cred_lim | total_bal_ex_mort | total_bc_limit | total_il_high_credit_limit | term | grade | sub_grade | emp_length | home_ownership | verification_status | loan_status | pymnt_plan | purpose | addr_state | initial_list_status | last_pymnt_d | next_pymnt_d | last_credit_pull_d | collections_12_mths_ex_med | application_type | acc_now_delinq | chargeoff_within_12_mths | num_tl_120dpd_2m | num_tl_30dpd | pub_rec_bankruptcies | hardship_flag | disbursement_method | debt_settlement_flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| loan_amnt | 1.000 | 1.000 | 1.000 | 0.093 | 0.965 | 0.459 | 0.047 | 0.009 | 0.139 | 0.139 | -0.032 | -0.023 | -0.022 | 0.204 | -0.079 | 0.455 | 0.123 | 0.226 | 0.223 | 0.223 | 0.650 | 0.650 | 0.529 | 0.699 | 0.034 | 0.053 | 0.057 | 0.472 | 0.085 | 0.085 | 0.011 | -0.080 | 0.334 | -0.047 | 0.082 | -0.017 | -0.001 | 0.026 | 0.156 | -0.102 | -0.049 | -0.045 | 0.387 | 0.011 | 0.417 | -0.010 | 0.092 | 0.019 | -0.018 | 0.282 | 0.220 | 0.044 | -0.023 | 0.107 | 0.207 | 0.054 | 0.043 | 0.245 | 0.032 | -0.057 | 0.007 | -0.031 | -0.073 | 0.191 | 0.153 | 0.222 | 0.222 | 0.110 | 0.178 | 0.202 | 0.151 | 0.201 | -0.018 | -0.036 | 0.071 | 0.022 | 0.000 | 0.362 | 0.323 | 0.399 | 0.187 | 0.437 | 0.070 | 0.068 | 0.032 | 0.125 | 0.161 | 0.054 | 0.000 | 0.098 | 0.000 | 0.091 | 0.000 | 0.024 | 0.000 | 0.000 | 0.141 | 0.000 | 0.018 | 0.000 | 0.000 | 0.035 | 0.000 | 0.091 | 0.044 |
| funded_amnt | 1.000 | 1.000 | 1.000 | 0.093 | 0.965 | 0.459 | 0.047 | 0.009 | 0.139 | 0.139 | -0.032 | -0.023 | -0.022 | 0.204 | -0.079 | 0.455 | 0.122 | 0.226 | 0.223 | 0.223 | 0.650 | 0.650 | 0.529 | 0.699 | 0.034 | 0.054 | 0.057 | 0.472 | 0.085 | 0.085 | 0.011 | -0.080 | 0.334 | -0.047 | 0.082 | -0.017 | -0.001 | 0.026 | 0.156 | -0.102 | -0.049 | -0.045 | 0.387 | 0.011 | 0.417 | -0.010 | 0.092 | 0.019 | -0.018 | 0.282 | 0.220 | 0.044 | -0.023 | 0.107 | 0.207 | 0.054 | 0.043 | 0.245 | 0.032 | -0.057 | 0.007 | -0.031 | -0.073 | 0.191 | 0.153 | 0.222 | 0.222 | 0.110 | 0.178 | 0.202 | 0.151 | 0.201 | -0.018 | -0.036 | 0.071 | 0.022 | 0.000 | 0.362 | 0.323 | 0.399 | 0.187 | 0.437 | 0.069 | 0.066 | 0.032 | 0.125 | 0.161 | 0.054 | 0.000 | 0.098 | 0.000 | 0.091 | 0.000 | 0.024 | 0.000 | 0.000 | 0.141 | 0.000 | 0.018 | 0.000 | 0.000 | 0.035 | 0.000 | 0.091 | 0.044 |
| funded_amnt_inv | 1.000 | 1.000 | 1.000 | 0.093 | 0.964 | 0.459 | 0.048 | 0.008 | 0.139 | 0.139 | -0.033 | -0.024 | -0.018 | 0.204 | -0.079 | 0.456 | 0.123 | 0.226 | 0.225 | 0.225 | 0.648 | 0.649 | 0.527 | 0.698 | 0.034 | 0.053 | 0.057 | 0.471 | 0.086 | 0.086 | 0.011 | -0.080 | 0.334 | -0.047 | 0.082 | -0.017 | -0.001 | 0.026 | 0.157 | -0.102 | -0.049 | -0.045 | 0.388 | 0.011 | 0.417 | -0.010 | 0.092 | 0.019 | -0.018 | 0.282 | 0.221 | 0.044 | -0.023 | 0.107 | 0.207 | 0.053 | 0.043 | 0.245 | 0.032 | -0.056 | 0.008 | -0.031 | -0.074 | 0.191 | 0.153 | 0.222 | 0.222 | 0.110 | 0.178 | 0.202 | 0.151 | 0.201 | -0.018 | -0.037 | 0.072 | 0.022 | 0.000 | 0.362 | 0.323 | 0.399 | 0.187 | 0.437 | 0.069 | 0.067 | 0.032 | 0.125 | 0.161 | 0.055 | 0.000 | 0.099 | 0.000 | 0.093 | 0.000 | 0.024 | 0.000 | 0.000 | 0.141 | 0.000 | 0.016 | 0.000 | 0.000 | 0.036 | 0.000 | 0.091 | 0.041 |
| int_rate | 0.093 | 0.093 | 0.093 | 1.000 | 0.115 | -0.133 | 0.190 | 0.068 | -0.430 | -0.430 | 0.171 | -0.055 | 0.029 | -0.017 | 0.048 | -0.012 | 0.301 | -0.076 | -0.029 | -0.029 | 0.068 | 0.069 | -0.080 | 0.404 | 0.077 | 0.189 | 0.183 | 0.035 | -0.412 | -0.412 | -0.047 | 0.052 | -0.088 | 0.107 | 0.069 | 0.145 | 0.134 | -0.149 | 0.066 | 0.172 | 0.115 | 0.144 | -0.077 | 0.341 | -0.257 | 0.118 | -0.005 | 0.162 | 0.167 | -0.088 | -0.386 | 0.320 | 0.005 | -0.104 | -0.172 | -0.118 | -0.133 | -0.118 | -0.093 | -0.053 | -0.144 | -0.047 | 0.078 | 0.034 | 0.108 | -0.069 | -0.113 | 0.001 | -0.026 | -0.082 | 0.103 | -0.023 | 0.058 | 0.173 | -0.093 | 0.301 | 0.017 | -0.160 | 0.024 | -0.286 | 0.007 | 0.371 | 0.700 | 0.734 | 0.008 | 0.047 | 0.197 | 0.099 | 0.000 | 0.061 | 0.035 | 0.144 | 0.041 | 0.000 | 0.015 | 0.007 | 0.037 | 0.015 | 0.000 | 0.015 | 0.000 | 0.026 | 0.000 | 0.175 | 0.063 |
| installment | 0.965 | 0.965 | 0.964 | 0.115 | 1.000 | 0.440 | 0.048 | 0.020 | 0.083 | 0.083 | -0.011 | -0.030 | -0.034 | 0.195 | -0.071 | 0.435 | 0.145 | 0.207 | 0.172 | 0.172 | 0.657 | 0.657 | 0.552 | 0.667 | 0.046 | 0.058 | 0.060 | 0.495 | 0.059 | 0.059 | 0.019 | -0.063 | 0.299 | -0.031 | 0.081 | -0.003 | 0.011 | 0.011 | 0.149 | -0.091 | -0.030 | -0.022 | 0.366 | 0.040 | 0.375 | 0.002 | 0.076 | 0.041 | 0.002 | 0.248 | 0.177 | 0.074 | -0.024 | 0.091 | 0.177 | 0.037 | 0.027 | 0.210 | 0.015 | -0.062 | -0.004 | -0.035 | -0.061 | 0.196 | 0.162 | 0.214 | 0.211 | 0.095 | 0.174 | 0.193 | 0.159 | 0.192 | -0.016 | -0.015 | 0.050 | 0.050 | 0.009 | 0.321 | 0.303 | 0.360 | 0.172 | 0.317 | 0.079 | 0.088 | 0.032 | 0.096 | 0.158 | 0.023 | 0.000 | 0.090 | 0.000 | 0.045 | 0.000 | 0.000 | 0.000 | 0.000 | 0.102 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.054 | 0.000 |
| annual_inc | 0.459 | 0.459 | 0.459 | -0.133 | 0.440 | 1.000 | -0.208 | 0.101 | 0.093 | 0.093 | 0.038 | -0.072 | -0.127 | 0.275 | -0.052 | 0.391 | 0.069 | 0.339 | 0.100 | 0.100 | 0.300 | 0.301 | 0.276 | 0.223 | 0.034 | -0.019 | -0.012 | 0.256 | 0.073 | 0.073 | -0.003 | -0.030 | 0.515 | 0.052 | 0.248 | 0.136 | 0.212 | -0.149 | 0.349 | -0.103 | -0.017 | -0.002 | 0.337 | 0.042 | 0.396 | 0.121 | 0.128 | 0.122 | 0.118 | 0.441 | 0.222 | 0.005 | 0.022 | 0.216 | 0.248 | 0.031 | -0.056 | 0.345 | 0.007 | -0.047 | -0.064 | -0.046 | 0.052 | 0.184 | 0.137 | 0.225 | 0.254 | 0.270 | 0.166 | 0.213 | 0.136 | 0.272 | 0.022 | 0.083 | -0.070 | -0.012 | 0.036 | 0.548 | 0.491 | 0.382 | 0.407 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.064 | 0.051 | 0.000 | 0.001 | 0.000 | 0.000 | 0.060 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| dti | 0.047 | 0.047 | 0.048 | 0.190 | 0.048 | -0.208 | 1.000 | -0.022 | -0.005 | -0.005 | -0.024 | 0.007 | 0.119 | 0.311 | -0.030 | 0.264 | 0.190 | 0.233 | 0.032 | 0.032 | 0.017 | 0.017 | -0.024 | 0.122 | 0.012 | 0.041 | 0.042 | -0.001 | -0.067 | -0.067 | -0.016 | -0.051 | 0.153 | 0.015 | 0.430 | 0.203 | 0.278 | -0.216 | 0.426 | -0.065 | -0.017 | -0.010 | 0.180 | 0.218 | 0.155 | 0.091 | 0.137 | 0.058 | 0.139 | 0.057 | -0.056 | 0.182 | 0.025 | 0.043 | 0.070 | 0.004 | -0.047 | -0.005 | -0.003 | 0.015 | 0.018 | 0.011 | -0.077 | 0.168 | 0.251 | 0.114 | 0.091 | 0.271 | 0.186 | 0.151 | 0.249 | 0.307 | -0.014 | 0.100 | 0.097 | 0.171 | -0.034 | 0.153 | 0.453 | 0.086 | 0.467 | 0.025 | 0.000 | 0.024 | 0.027 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.278 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| delinq_2yrs | 0.009 | 0.009 | 0.008 | 0.068 | 0.020 | 0.101 | -0.022 | 1.000 | -0.226 | -0.226 | 0.024 | -0.821 | -0.055 | 0.063 | -0.052 | -0.026 | 0.022 | 0.125 | -0.035 | -0.035 | 0.037 | 0.037 | 0.026 | 0.063 | 0.070 | 0.025 | 0.028 | 0.002 | -0.138 | -0.138 | -0.553 | 0.036 | 0.086 | 0.008 | 0.074 | -0.004 | -0.019 | 0.023 | 0.063 | -0.024 | -0.025 | -0.052 | -0.055 | 0.035 | -0.057 | 0.010 | 0.021 | 0.059 | -0.057 | 0.069 | -0.071 | 0.025 | 0.110 | 0.100 | 0.132 | 0.030 | 0.018 | 0.103 | 0.043 | -0.650 | -0.042 | -0.710 | 0.209 | -0.025 | 0.026 | -0.036 | 0.040 | 0.078 | 0.021 | 0.096 | 0.024 | 0.058 | 0.518 | -0.042 | -0.489 | 0.012 | 0.014 | 0.087 | 0.042 | -0.085 | 0.065 | 0.012 | 0.000 | 0.000 | 0.006 | 0.000 | 0.005 | 0.035 | 0.000 | 0.000 | 0.080 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.038 | 0.158 | 0.000 | 0.046 | 0.000 | 0.000 | 0.000 | 0.000 |
| fico_range_low | 0.139 | 0.139 | 0.139 | -0.430 | 0.083 | 0.093 | -0.005 | -0.226 | 1.000 | 1.000 | -0.111 | 0.110 | 0.277 | 0.054 | -0.224 | 0.030 | -0.419 | 0.045 | 0.128 | 0.128 | 0.030 | 0.029 | 0.069 | -0.102 | -0.048 | -0.120 | -0.118 | 0.053 | 0.440 | 0.440 | 0.065 | -0.250 | 0.145 | -0.071 | 0.011 | -0.016 | 0.001 | -0.004 | 0.029 | -0.128 | -0.135 | -0.162 | 0.088 | -0.393 | 0.377 | -0.048 | 0.041 | -0.145 | -0.114 | 0.136 | 0.501 | -0.441 | -0.019 | 0.028 | 0.141 | 0.113 | 0.075 | 0.103 | 0.073 | 0.068 | 0.061 | 0.073 | -0.293 | -0.089 | -0.166 | 0.077 | 0.049 | 0.024 | 0.033 | 0.024 | -0.160 | 0.066 | -0.150 | -0.099 | 0.370 | -0.402 | -0.087 | 0.240 | 0.073 | 0.383 | 0.090 | 0.054 | 0.194 | 0.175 | 0.018 | 0.067 | 0.137 | 0.060 | 0.000 | 0.045 | 0.030 | 0.109 | 0.049 | 0.000 | 0.061 | 0.061 | 0.117 | 0.011 | 0.027 | 0.000 | 0.000 | 0.094 | 0.000 | 0.006 | 0.000 |
| fico_range_high | 0.139 | 0.139 | 0.139 | -0.430 | 0.083 | 0.093 | -0.005 | -0.226 | 1.000 | 1.000 | -0.111 | 0.110 | 0.277 | 0.054 | -0.224 | 0.030 | -0.419 | 0.045 | 0.128 | 0.128 | 0.030 | 0.029 | 0.069 | -0.102 | -0.048 | -0.120 | -0.118 | 0.053 | 0.440 | 0.440 | 0.065 | -0.250 | 0.145 | -0.071 | 0.011 | -0.016 | 0.001 | -0.004 | 0.029 | -0.128 | -0.135 | -0.162 | 0.088 | -0.393 | 0.377 | -0.048 | 0.041 | -0.145 | -0.114 | 0.136 | 0.501 | -0.441 | -0.019 | 0.028 | 0.141 | 0.113 | 0.075 | 0.103 | 0.073 | 0.068 | 0.061 | 0.073 | -0.293 | -0.089 | -0.166 | 0.077 | 0.049 | 0.024 | 0.033 | 0.024 | -0.160 | 0.066 | -0.150 | -0.099 | 0.370 | -0.402 | -0.087 | 0.240 | 0.073 | 0.383 | 0.090 | 0.052 | 0.194 | 0.175 | 0.013 | 0.065 | 0.136 | 0.059 | 0.000 | 0.047 | 0.028 | 0.109 | 0.046 | 0.000 | 0.059 | 0.061 | 0.117 | 0.011 | 0.027 | 0.000 | 0.000 | 0.094 | 0.000 | 0.000 | 0.004 |
| inq_last_6mths | -0.032 | -0.032 | -0.033 | 0.171 | -0.011 | 0.038 | -0.024 | 0.024 | -0.111 | -0.111 | 1.000 | 0.024 | -0.065 | 0.133 | 0.101 | -0.069 | -0.098 | 0.153 | -0.088 | -0.088 | 0.007 | 0.007 | -0.008 | 0.021 | 0.020 | 0.076 | 0.076 | 0.039 | -0.115 | -0.115 | -0.006 | 0.031 | 0.034 | 0.418 | 0.053 | 0.149 | 0.127 | -0.142 | 0.065 | 0.102 | 0.295 | 0.272 | -0.099 | -0.039 | -0.007 | 0.186 | 0.039 | 0.526 | 0.279 | -0.017 | 0.020 | -0.085 | -0.030 | 0.004 | -0.027 | -0.309 | -0.339 | 0.025 | -0.219 | 0.068 | -0.687 | 0.053 | 0.058 | 0.033 | 0.078 | 0.078 | 0.112 | 0.092 | 0.129 | 0.139 | 0.067 | 0.135 | 0.031 | 0.330 | -0.032 | -0.075 | 0.017 | 0.032 | 0.018 | -0.037 | 0.031 | 0.019 | 0.083 | 0.096 | 0.000 | 0.005 | 0.047 | 0.093 | 0.000 | 0.026 | 0.028 | 0.083 | 0.120 | 0.497 | 0.091 | 0.007 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.087 | 0.000 | 0.015 | 0.000 |
| mths_since_last_delinq | -0.023 | -0.023 | -0.024 | -0.055 | -0.030 | -0.072 | 0.007 | -0.821 | 0.110 | 0.110 | 0.024 | 1.000 | -0.100 | -0.058 | 0.104 | -0.039 | -0.027 | -0.064 | 0.051 | 0.051 | -0.061 | -0.061 | -0.050 | -0.078 | -0.058 | -0.008 | -0.012 | -0.022 | 0.116 | 0.116 | 0.714 | 0.065 | -0.090 | 0.037 | -0.048 | 0.036 | 0.055 | -0.042 | -0.038 | 0.043 | 0.058 | 0.105 | 0.005 | -0.026 | -0.020 | 0.022 | -0.001 | 0.007 | 0.137 | -0.074 | 0.020 | -0.031 | -0.128 | -0.036 | -0.092 | -0.065 | -0.061 | -0.068 | -0.072 | 0.764 | 0.014 | 0.848 | 0.089 | 0.027 | -0.011 | 0.030 | -0.002 | -0.026 | -0.021 | -0.060 | -0.018 | -0.052 | -0.356 | 0.105 | 0.194 | -0.013 | 0.018 | -0.100 | -0.044 | -0.000 | -0.043 | 0.000 | 0.000 | 0.042 | 0.026 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.196 | 0.047 | 0.023 | 0.156 | 0.106 | 0.000 | 0.000 | 0.038 |
| mths_since_last_record | -0.022 | -0.022 | -0.018 | 0.029 | -0.034 | -0.127 | 0.119 | -0.055 | 0.277 | 0.277 | -0.065 | -0.100 | 1.000 | 0.035 | -0.360 | 0.050 | -0.002 | -0.161 | 0.076 | 0.076 | -0.150 | -0.148 | -0.145 | -0.112 | -0.080 | -0.037 | -0.048 | -0.001 | 0.078 | 0.078 | 0.008 | -0.027 | 0.056 | -0.084 | 0.026 | 0.026 | -0.030 | 0.018 | 0.014 | 0.003 | -0.095 | -0.187 | 0.054 | -0.006 | 0.052 | -0.126 | -0.005 | -0.104 | -0.069 | 0.039 | 0.006 | 0.024 | NaN | -0.149 | -0.174 | 0.021 | 0.004 | -0.090 | 0.014 | -0.161 | 0.033 | -0.128 | -0.173 | -0.012 | -0.006 | -0.005 | -0.188 | -0.054 | 0.024 | -0.148 | -0.001 | 0.046 | -0.039 | -0.006 | 0.196 | 0.015 | -0.346 | 0.051 | -0.009 | 0.021 | -0.006 | 0.000 | 0.000 | 0.000 | 0.060 | 0.000 | 0.000 | 0.045 | 0.119 | 0.000 | 0.000 | 0.084 | 0.092 | 0.146 | 0.054 | 0.054 | 0.000 | 1.000 | 0.000 | 1.000 | 1.000 | 0.252 | 0.119 | 0.095 | 0.000 |
| open_acc | 0.204 | 0.204 | 0.204 | -0.017 | 0.195 | 0.275 | 0.311 | 0.063 | 0.054 | 0.054 | 0.133 | -0.058 | 0.035 | 1.000 | -0.030 | 0.391 | -0.130 | 0.717 | 0.007 | 0.007 | 0.159 | 0.159 | 0.136 | 0.145 | -0.012 | 0.024 | 0.032 | 0.124 | 0.007 | 0.007 | -0.022 | -0.005 | 0.358 | 0.277 | 0.457 | 0.172 | 0.247 | -0.163 | 0.373 | 0.050 | 0.332 | 0.415 | 0.194 | -0.040 | 0.541 | 0.133 | 0.150 | 0.195 | 0.469 | 0.017 | 0.334 | -0.117 | 0.010 | 0.135 | 0.184 | -0.276 | -0.252 | 0.183 | -0.264 | -0.015 | -0.089 | -0.042 | -0.003 | 0.543 | 0.668 | 0.648 | 0.558 | 0.388 | 0.849 | 0.686 | 0.668 | 0.999 | 0.009 | 0.354 | 0.040 | -0.078 | -0.019 | 0.410 | 0.471 | 0.420 | 0.388 | 0.081 | 0.011 | 0.011 | 0.000 | 0.085 | 0.005 | 0.000 | 0.000 | 0.011 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| pub_rec | -0.079 | -0.079 | -0.079 | 0.048 | -0.071 | -0.052 | -0.030 | -0.052 | -0.224 | -0.224 | 0.101 | 0.104 | -0.360 | -0.030 | 1.000 | -0.168 | -0.090 | 0.015 | -0.056 | -0.056 | -0.031 | -0.030 | -0.030 | -0.023 | 0.032 | 0.010 | 0.009 | -0.003 | -0.089 | -0.089 | 0.114 | 0.039 | -0.104 | 0.085 | -0.014 | 0.058 | 0.057 | -0.052 | -0.016 | 0.016 | 0.098 | 0.120 | -0.111 | -0.034 | -0.139 | 0.081 | 0.003 | 0.125 | 0.116 | -0.095 | -0.073 | -0.040 | -0.024 | 0.053 | 0.036 | -0.094 | -0.083 | -0.011 | -0.041 | 0.103 | -0.062 | 0.089 | 0.001 | -0.066 | -0.015 | -0.058 | 0.013 | -0.010 | 0.007 | 0.048 | -0.020 | -0.038 | -0.036 | 0.101 | 0.019 | -0.039 | 0.418 | -0.106 | -0.106 | -0.164 | -0.038 | 0.000 | 0.026 | 0.032 | 0.008 | 0.000 | 0.031 | 0.009 | 0.000 | 0.000 | 0.061 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.627 | 0.000 | 0.000 | 0.000 |
| revol_bal | 0.455 | 0.455 | 0.456 | -0.012 | 0.435 | 0.391 | 0.264 | -0.026 | 0.030 | 0.030 | -0.069 | -0.039 | 0.050 | 0.391 | -0.168 | 1.000 | 0.453 | 0.321 | 0.077 | 0.077 | 0.342 | 0.342 | 0.296 | 0.334 | -0.017 | 0.001 | 0.002 | 0.203 | 0.075 | 0.075 | 0.013 | -0.166 | 0.402 | -0.079 | 0.062 | -0.073 | -0.045 | 0.082 | 0.099 | -0.175 | -0.009 | 0.012 | 0.784 | 0.195 | 0.729 | -0.085 | 0.080 | -0.072 | -0.025 | 0.285 | 0.201 | 0.345 | 0.018 | 0.163 | 0.328 | 0.035 | 0.080 | 0.268 | -0.003 | -0.020 | 0.080 | -0.057 | -0.147 | 0.492 | 0.503 | 0.425 | 0.383 | 0.075 | 0.404 | 0.373 | 0.504 | 0.393 | -0.062 | -0.053 | 0.146 | 0.311 | -0.014 | 0.422 | 0.470 | 0.648 | 0.138 | 0.067 | 0.000 | 0.000 | 0.025 | 0.091 | 0.046 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 |
| revol_util | 0.123 | 0.122 | 0.123 | 0.301 | 0.145 | 0.069 | 0.190 | 0.022 | -0.419 | -0.419 | -0.098 | -0.027 | -0.002 | -0.130 | -0.090 | 0.453 | 1.000 | -0.088 | -0.048 | -0.048 | 0.167 | 0.167 | 0.115 | 0.270 | 0.041 | 0.063 | 0.057 | 0.034 | -0.211 | -0.211 | -0.031 | -0.092 | 0.114 | -0.219 | 0.065 | -0.081 | -0.061 | 0.088 | 0.032 | -0.072 | -0.206 | -0.226 | 0.386 | 0.689 | -0.183 | -0.102 | -0.026 | -0.129 | -0.239 | 0.179 | -0.610 | 0.864 | 0.006 | 0.067 | 0.030 | 0.207 | 0.207 | 0.041 | 0.188 | -0.026 | 0.114 | -0.013 | 0.006 | 0.133 | 0.133 | -0.115 | -0.098 | 0.013 | -0.200 | -0.153 | 0.135 | -0.133 | 0.002 | -0.223 | -0.050 | 0.748 | -0.003 | 0.010 | 0.178 | -0.143 | 0.037 | 0.072 | 0.128 | 0.111 | 0.012 | 0.022 | 0.106 | 0.035 | 0.000 | 0.064 | 0.057 | 0.082 | 0.037 | 0.041 | 0.028 | 0.025 | 0.032 | 0.036 | 0.000 | 0.000 | 0.000 | 0.038 | 0.000 | 0.034 | 0.027 |
| total_acc | 0.226 | 0.226 | 0.226 | -0.076 | 0.207 | 0.339 | 0.233 | 0.125 | 0.045 | 0.045 | 0.153 | -0.064 | -0.161 | 0.717 | 0.015 | 0.321 | -0.088 | 1.000 | -0.060 | -0.060 | 0.215 | 0.215 | 0.201 | 0.142 | -0.002 | 0.029 | 0.035 | 0.182 | 0.031 | 0.031 | -0.068 | -0.012 | 0.443 | 0.236 | 0.417 | 0.220 | 0.318 | -0.193 | 0.418 | 0.053 | 0.192 | 0.248 | 0.177 | -0.001 | 0.426 | 0.157 | 0.279 | 0.215 | 0.398 | 0.214 | 0.236 | -0.086 | 0.009 | 0.353 | 0.359 | -0.176 | -0.210 | 0.416 | -0.151 | 0.005 | -0.113 | -0.012 | 0.119 | 0.286 | 0.396 | 0.393 | 0.625 | 0.662 | 0.567 | 0.766 | 0.395 | 0.715 | 0.066 | 0.299 | -0.080 | -0.051 | -0.018 | 0.479 | 0.485 | 0.306 | 0.421 | 0.099 | 0.026 | 0.039 | 0.051 | 0.152 | 0.026 | 0.039 | 0.000 | 0.018 | 0.032 | 0.000 | 0.000 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.000 |
| out_prncp | 0.223 | 0.223 | 0.225 | -0.029 | 0.172 | 0.100 | 0.032 | -0.035 | 0.128 | 0.128 | -0.088 | 0.051 | 0.076 | 0.007 | -0.056 | 0.077 | -0.048 | -0.060 | 1.000 | 1.000 | -0.338 | -0.337 | -0.394 | 0.055 | -0.054 | -0.257 | -0.252 | -0.300 | 0.156 | 0.156 | 0.010 | -0.014 | 0.038 | -0.091 | 0.024 | -0.064 | -0.053 | 0.047 | 0.020 | -0.095 | -0.068 | -0.083 | 0.170 | -0.050 | 0.134 | 0.005 | 0.030 | -0.068 | -0.062 | 0.031 | 0.143 | -0.086 | -0.019 | 0.023 | 0.006 | 0.073 | 0.066 | -0.030 | 0.039 | -0.008 | 0.034 | 0.019 | -0.031 | 0.033 | 0.001 | 0.043 | -0.071 | -0.015 | -0.001 | -0.073 | -0.000 | 0.003 | -0.006 | -0.064 | 0.037 | -0.100 | -0.032 | 0.070 | 0.052 | 0.144 | 0.043 | 0.295 | 0.028 | 0.028 | 0.010 | 0.071 | 0.070 | 0.323 | 0.061 | 0.021 | 0.008 | 0.242 | 0.210 | 0.000 | 0.119 | 0.000 | 0.257 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.241 | 0.082 |
| out_prncp_inv | 0.223 | 0.223 | 0.225 | -0.029 | 0.172 | 0.100 | 0.032 | -0.035 | 0.128 | 0.128 | -0.088 | 0.051 | 0.076 | 0.007 | -0.056 | 0.077 | -0.048 | -0.060 | 1.000 | 1.000 | -0.338 | -0.337 | -0.394 | 0.055 | -0.054 | -0.257 | -0.252 | -0.300 | 0.156 | 0.156 | 0.010 | -0.014 | 0.038 | -0.091 | 0.024 | -0.064 | -0.053 | 0.047 | 0.020 | -0.095 | -0.068 | -0.083 | 0.170 | -0.050 | 0.134 | 0.005 | 0.030 | -0.068 | -0.062 | 0.031 | 0.143 | -0.086 | -0.019 | 0.023 | 0.006 | 0.073 | 0.066 | -0.030 | 0.039 | -0.008 | 0.034 | 0.019 | -0.031 | 0.033 | 0.001 | 0.043 | -0.071 | -0.015 | -0.001 | -0.073 | -0.000 | 0.003 | -0.006 | -0.064 | 0.037 | -0.100 | -0.032 | 0.070 | 0.052 | 0.144 | 0.043 | 0.295 | 0.028 | 0.028 | 0.010 | 0.071 | 0.070 | 0.323 | 0.061 | 0.021 | 0.008 | 0.242 | 0.210 | 0.000 | 0.119 | 0.000 | 0.257 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.241 | 0.082 |
| total_pymnt | 0.650 | 0.650 | 0.648 | 0.068 | 0.657 | 0.300 | 0.017 | 0.037 | 0.030 | 0.030 | 0.007 | -0.061 | -0.150 | 0.159 | -0.031 | 0.342 | 0.167 | 0.215 | -0.338 | -0.338 | 1.000 | 1.000 | 0.962 | 0.730 | 0.041 | -0.060 | -0.055 | 0.594 | 0.110 | 0.110 | -0.016 | -0.055 | 0.239 | -0.024 | 0.049 | -0.006 | 0.017 | 0.019 | 0.115 | -0.038 | -0.012 | 0.005 | 0.247 | 0.058 | 0.246 | -0.030 | 0.030 | 0.036 | -0.019 | 0.204 | 0.070 | 0.121 | -0.013 | 0.081 | 0.187 | 0.012 | 0.025 | 0.224 | 0.015 | -0.042 | 0.004 | -0.049 | -0.039 | 0.152 | 0.144 | 0.150 | 0.219 | 0.081 | 0.146 | 0.209 | 0.141 | 0.158 | -0.005 | -0.029 | 0.019 | 0.109 | 0.038 | 0.239 | 0.224 | 0.229 | 0.114 | 0.212 | 0.081 | 0.110 | 0.037 | 0.093 | 0.166 | 0.176 | 0.000 | 0.054 | 0.017 | 0.109 | 0.105 | 0.000 | 0.089 | 0.008 | 0.073 | 0.000 | 0.010 | 0.000 | 0.000 | 0.027 | 0.000 | 0.174 | 0.033 |
| total_pymnt_inv | 0.650 | 0.650 | 0.649 | 0.069 | 0.657 | 0.301 | 0.017 | 0.037 | 0.029 | 0.029 | 0.007 | -0.061 | -0.148 | 0.159 | -0.030 | 0.342 | 0.167 | 0.215 | -0.337 | -0.337 | 1.000 | 1.000 | 0.962 | 0.731 | 0.041 | -0.060 | -0.055 | 0.595 | 0.110 | 0.110 | -0.016 | -0.055 | 0.239 | -0.024 | 0.049 | -0.006 | 0.017 | 0.019 | 0.115 | -0.038 | -0.012 | 0.005 | 0.248 | 0.058 | 0.246 | -0.030 | 0.030 | 0.036 | -0.019 | 0.204 | 0.070 | 0.121 | -0.013 | 0.081 | 0.187 | 0.012 | 0.025 | 0.224 | 0.015 | -0.042 | 0.004 | -0.049 | -0.039 | 0.152 | 0.144 | 0.150 | 0.219 | 0.081 | 0.146 | 0.209 | 0.141 | 0.158 | -0.005 | -0.029 | 0.019 | 0.109 | 0.038 | 0.239 | 0.224 | 0.229 | 0.114 | 0.212 | 0.081 | 0.110 | 0.037 | 0.094 | 0.166 | 0.175 | 0.000 | 0.054 | 0.018 | 0.108 | 0.105 | 0.000 | 0.089 | 0.008 | 0.073 | 0.000 | 0.009 | 0.000 | 0.000 | 0.027 | 0.000 | 0.174 | 0.033 |
| total_rec_prncp | 0.529 | 0.529 | 0.527 | -0.080 | 0.552 | 0.276 | -0.024 | 0.026 | 0.069 | 0.069 | -0.008 | -0.050 | -0.145 | 0.136 | -0.030 | 0.296 | 0.115 | 0.201 | -0.394 | -0.394 | 0.962 | 0.962 | 1.000 | 0.569 | 0.004 | -0.198 | -0.194 | 0.621 | 0.203 | 0.203 | 0.004 | -0.052 | 0.217 | -0.031 | 0.023 | -0.021 | -0.001 | 0.037 | 0.082 | -0.056 | -0.025 | -0.010 | 0.217 | 0.005 | 0.235 | -0.041 | 0.019 | 0.014 | -0.040 | 0.188 | 0.096 | 0.078 | -0.010 | 0.077 | 0.186 | 0.021 | 0.037 | 0.216 | 0.025 | -0.033 | 0.020 | -0.035 | -0.041 | 0.124 | 0.107 | 0.135 | 0.212 | 0.068 | 0.129 | 0.199 | 0.105 | 0.135 | -0.018 | -0.046 | 0.025 | 0.070 | 0.037 | 0.222 | 0.186 | 0.226 | 0.091 | 0.118 | 0.049 | 0.051 | 0.024 | 0.094 | 0.143 | 0.225 | 0.000 | 0.048 | 0.008 | 0.134 | 0.134 | 0.000 | 0.111 | 0.008 | 0.088 | 0.000 | 0.032 | 0.000 | 0.000 | 0.033 | 0.000 | 0.168 | 0.048 |
| total_rec_int | 0.699 | 0.699 | 0.698 | 0.404 | 0.667 | 0.223 | 0.122 | 0.063 | -0.102 | -0.102 | 0.021 | -0.078 | -0.112 | 0.145 | -0.023 | 0.334 | 0.270 | 0.142 | 0.055 | 0.055 | 0.730 | 0.731 | 0.569 | 1.000 | 0.094 | 0.074 | 0.074 | 0.262 | -0.103 | -0.103 | -0.065 | -0.032 | 0.186 | -0.029 | 0.076 | -0.003 | 0.010 | 0.010 | 0.123 | -0.006 | 0.012 | 0.027 | 0.251 | 0.174 | 0.155 | -0.004 | 0.011 | 0.052 | -0.004 | 0.149 | -0.053 | 0.222 | -0.011 | 0.056 | 0.110 | 0.000 | 0.013 | 0.142 | 0.003 | -0.059 | -0.011 | -0.070 | -0.018 | 0.175 | 0.193 | 0.119 | 0.129 | 0.063 | 0.122 | 0.134 | 0.189 | 0.142 | 0.030 | -0.008 | -0.007 | 0.197 | 0.032 | 0.167 | 0.223 | 0.132 | 0.115 | 0.503 | 0.216 | 0.235 | 0.033 | 0.058 | 0.170 | 0.105 | 0.000 | 0.000 | 0.000 | 0.059 | 0.000 | 0.000 | 0.000 | 0.000 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.084 | 0.052 |
| total_rec_late_fee | 0.034 | 0.034 | 0.034 | 0.077 | 0.046 | 0.034 | 0.012 | 0.070 | -0.048 | -0.048 | 0.020 | -0.058 | -0.080 | -0.012 | 0.032 | -0.017 | 0.041 | -0.002 | -0.054 | -0.054 | 0.041 | 0.041 | 0.004 | 0.094 | 1.000 | 0.186 | 0.185 | -0.075 | -0.206 | -0.206 | -0.072 | 0.024 | 0.021 | 0.009 | 0.025 | 0.036 | 0.016 | -0.028 | 0.058 | 0.024 | -0.022 | -0.021 | -0.002 | 0.068 | -0.042 | 0.028 | 0.003 | 0.028 | 0.008 | 0.023 | -0.053 | 0.032 | -0.012 | 0.011 | 0.005 | -0.012 | -0.018 | -0.018 | -0.031 | -0.099 | -0.014 | -0.071 | 0.039 | -0.009 | 0.001 | -0.027 | -0.020 | 0.021 | -0.027 | -0.021 | 0.002 | -0.008 | 0.051 | 0.018 | -0.060 | 0.027 | 0.070 | 0.014 | 0.041 | -0.057 | 0.040 | 0.043 | 0.061 | 0.092 | 0.000 | 0.000 | 0.025 | 0.132 | 0.051 | 0.000 | 0.000 | 0.024 | 0.085 | 0.000 | 0.000 | 0.000 | 0.048 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.051 | 0.000 | 0.124 |
| recoveries | 0.053 | 0.054 | 0.053 | 0.189 | 0.058 | -0.019 | 0.041 | 0.025 | -0.120 | -0.120 | 0.076 | -0.008 | -0.037 | 0.024 | 0.010 | 0.001 | 0.063 | 0.029 | -0.257 | -0.257 | -0.060 | -0.060 | -0.198 | 0.074 | 0.186 | 1.000 | 0.984 | -0.149 | -0.430 | -0.430 | -0.018 | 0.014 | -0.011 | 0.070 | 0.015 | 0.059 | 0.046 | -0.056 | 0.032 | 0.069 | 0.050 | 0.054 | -0.037 | 0.085 | -0.056 | 0.026 | 0.008 | 0.085 | 0.092 | -0.019 | -0.085 | 0.068 | -0.017 | 0.001 | -0.023 | -0.060 | -0.081 | -0.003 | -0.066 | 0.009 | -0.049 | -0.010 | 0.050 | 0.023 | 0.043 | -0.002 | 0.021 | 0.030 | 0.019 | 0.024 | 0.042 | 0.028 | 0.026 | 0.088 | -0.038 | 0.076 | -0.002 | -0.031 | 0.014 | -0.070 | 0.005 | 0.155 | 0.096 | 0.113 | 0.000 | 0.000 | 0.060 | 0.237 | 0.000 | 0.000 | 0.000 | 0.008 | 0.112 | 1.000 | 0.099 | 0.036 | 0.000 | 0.000 | 0.000 | 0.047 | 0.000 | 0.000 | 0.000 | 0.000 | 0.428 |
| collection_recovery_fee | 0.057 | 0.057 | 0.057 | 0.183 | 0.060 | -0.012 | 0.042 | 0.028 | -0.118 | -0.118 | 0.076 | -0.012 | -0.048 | 0.032 | 0.009 | 0.002 | 0.057 | 0.035 | -0.252 | -0.252 | -0.055 | -0.055 | -0.194 | 0.074 | 0.185 | 0.984 | 1.000 | -0.144 | -0.424 | -0.424 | -0.017 | 0.016 | -0.008 | 0.070 | 0.015 | 0.059 | 0.046 | -0.056 | 0.032 | 0.069 | 0.050 | 0.054 | -0.037 | 0.085 | -0.054 | 0.026 | 0.008 | 0.085 | 0.094 | -0.018 | -0.082 | 0.064 | -0.017 | 0.005 | -0.019 | -0.064 | -0.082 | -0.001 | -0.069 | 0.009 | -0.052 | -0.007 | 0.055 | 0.025 | 0.046 | -0.000 | 0.022 | 0.033 | 0.023 | 0.027 | 0.045 | 0.033 | 0.028 | 0.090 | -0.042 | 0.069 | -0.001 | -0.027 | 0.017 | -0.070 | 0.010 | 0.149 | 0.092 | 0.110 | 0.000 | 0.000 | 0.060 | 0.228 | 0.000 | 0.000 | 0.000 | 0.007 | 0.107 | 1.000 | 0.089 | 0.046 | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.434 |
| last_pymnt_amnt | 0.472 | 0.472 | 0.471 | 0.035 | 0.495 | 0.256 | -0.001 | 0.002 | 0.053 | 0.053 | 0.039 | -0.022 | -0.001 | 0.124 | -0.003 | 0.203 | 0.034 | 0.182 | -0.300 | -0.300 | 0.594 | 0.595 | 0.621 | 0.262 | -0.075 | -0.149 | -0.144 | 1.000 | 0.178 | 0.178 | 0.010 | -0.055 | 0.211 | 0.016 | 0.066 | 0.048 | 0.060 | -0.036 | 0.134 | -0.040 | -0.015 | 0.010 | 0.210 | 0.006 | 0.204 | 0.029 | 0.083 | 0.079 | 0.059 | 0.183 | 0.108 | 0.008 | -0.007 | 0.035 | 0.101 | -0.003 | -0.013 | 0.187 | -0.012 | -0.038 | -0.039 | -0.017 | -0.019 | 0.075 | 0.058 | 0.114 | 0.160 | 0.103 | 0.105 | 0.155 | 0.054 | 0.122 | -0.026 | 0.029 | 0.038 | 0.011 | 0.005 | 0.216 | 0.187 | 0.190 | 0.118 | 0.197 | 0.058 | 0.066 | 0.000 | 0.063 | 0.069 | 0.242 | 0.000 | 0.010 | 0.000 | 0.078 | 0.200 | 0.000 | 0.188 | 0.000 | 0.068 | 0.019 | 0.035 | 0.000 | 0.000 | 0.000 | 0.000 | 0.074 | 0.062 |
| last_fico_range_high | 0.085 | 0.085 | 0.086 | -0.412 | 0.059 | 0.073 | -0.067 | -0.138 | 0.440 | 0.440 | -0.115 | 0.116 | 0.078 | 0.007 | -0.089 | 0.075 | -0.211 | 0.031 | 0.156 | 0.156 | 0.110 | 0.110 | 0.203 | -0.103 | -0.206 | -0.430 | -0.424 | 0.178 | 1.000 | 1.000 | 0.089 | -0.111 | 0.090 | -0.114 | -0.057 | -0.090 | -0.089 | 0.091 | -0.042 | -0.113 | -0.120 | -0.136 | 0.123 | -0.270 | 0.265 | -0.099 | 0.026 | -0.160 | -0.150 | 0.098 | 0.322 | -0.229 | -0.031 | 0.048 | 0.163 | 0.096 | 0.108 | 0.117 | 0.091 | 0.074 | 0.088 | 0.080 | -0.129 | -0.043 | -0.104 | 0.054 | 0.057 | -0.027 | 0.011 | 0.036 | -0.104 | 0.006 | -0.084 | -0.143 | 0.186 | -0.219 | -0.032 | 0.150 | 0.008 | 0.286 | 0.002 | 0.066 | 0.178 | 0.158 | 0.022 | 0.065 | 0.107 | 0.304 | 0.046 | 0.044 | 0.005 | 0.105 | 0.120 | 0.000 | 0.132 | 0.000 | 0.051 | 0.045 | 0.040 | 0.013 | 0.039 | 0.058 | 0.046 | 0.075 | 0.214 |
| last_fico_range_low | 0.085 | 0.085 | 0.086 | -0.412 | 0.059 | 0.073 | -0.067 | -0.138 | 0.440 | 0.440 | -0.115 | 0.116 | 0.078 | 0.007 | -0.089 | 0.075 | -0.211 | 0.031 | 0.156 | 0.156 | 0.110 | 0.110 | 0.203 | -0.103 | -0.206 | -0.430 | -0.424 | 0.178 | 1.000 | 1.000 | 0.089 | -0.111 | 0.090 | -0.114 | -0.057 | -0.090 | -0.089 | 0.091 | -0.042 | -0.113 | -0.120 | -0.136 | 0.123 | -0.270 | 0.265 | -0.099 | 0.026 | -0.160 | -0.150 | 0.098 | 0.322 | -0.229 | -0.031 | 0.048 | 0.163 | 0.096 | 0.108 | 0.117 | 0.091 | 0.074 | 0.088 | 0.080 | -0.129 | -0.043 | -0.104 | 0.054 | 0.057 | -0.027 | 0.011 | 0.036 | -0.104 | 0.006 | -0.084 | -0.143 | 0.186 | -0.219 | -0.032 | 0.150 | 0.008 | 0.286 | 0.002 | 0.073 | 0.179 | 0.198 | 0.026 | 0.065 | 0.094 | 0.322 | 0.000 | 0.044 | 0.027 | 0.092 | 0.153 | 0.000 | 0.158 | 0.008 | 0.055 | 0.037 | 0.006 | 0.000 | 0.033 | 0.054 | 0.000 | 0.068 | 0.208 |
| mths_since_last_major_derog | 0.011 | 0.011 | 0.011 | -0.047 | 0.019 | -0.003 | -0.016 | -0.553 | 0.065 | 0.065 | -0.006 | 0.714 | 0.008 | -0.022 | 0.114 | 0.013 | -0.031 | -0.068 | 0.010 | 0.010 | -0.016 | -0.016 | 0.004 | -0.065 | -0.072 | -0.018 | -0.017 | 0.010 | 0.089 | 0.089 | 1.000 | 0.064 | -0.088 | 0.002 | -0.087 | -0.014 | 0.055 | -0.021 | -0.062 | 0.000 | 0.050 | 0.133 | 0.033 | -0.066 | 0.045 | 0.044 | -0.019 | 0.026 | 0.142 | -0.094 | 0.033 | -0.011 | -0.084 | -0.024 | -0.001 | -0.046 | -0.054 | -0.068 | -0.038 | 0.564 | 0.006 | 0.558 | -0.033 | 0.072 | 0.017 | 0.093 | 0.044 | -0.089 | 0.047 | -0.000 | 0.025 | -0.019 | -0.691 | 0.069 | 0.134 | 0.026 | 0.016 | -0.080 | -0.047 | 0.068 | -0.051 | 0.058 | 0.000 | 0.000 | 0.023 | 0.076 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.149 | 0.094 | 0.199 | 0.207 | 0.119 | 1.000 | 0.083 | 0.000 | 0.000 | 0.030 |
| tot_coll_amt | -0.080 | -0.080 | -0.080 | 0.052 | -0.063 | -0.030 | -0.051 | 0.036 | -0.250 | -0.250 | 0.031 | 0.065 | -0.027 | -0.005 | 0.039 | -0.166 | -0.092 | -0.012 | -0.014 | -0.014 | -0.055 | -0.055 | -0.052 | -0.032 | 0.024 | 0.014 | 0.016 | -0.055 | -0.111 | -0.111 | 0.064 | 1.000 | -0.042 | 0.040 | 0.010 | -0.017 | -0.004 | 0.021 | -0.007 | 0.008 | 0.051 | 0.072 | -0.167 | -0.035 | -0.140 | 0.041 | -0.016 | 0.053 | 0.066 | -0.045 | -0.043 | -0.084 | 0.006 | 0.016 | -0.030 | -0.049 | -0.022 | -0.040 | -0.037 | 0.062 | -0.024 | 0.072 | 0.119 | -0.046 | -0.016 | -0.048 | -0.053 | 0.017 | -0.002 | -0.020 | -0.018 | -0.004 | 0.012 | 0.050 | -0.148 | -0.081 | 0.037 | -0.044 | -0.060 | -0.148 | 0.004 | 0.001 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 | 0.285 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.285 | 0.000 | 0.000 |
| tot_cur_bal | 0.334 | 0.334 | 0.334 | -0.088 | 0.299 | 0.515 | 0.153 | 0.086 | 0.145 | 0.145 | 0.034 | -0.090 | 0.056 | 0.358 | -0.104 | 0.402 | 0.114 | 0.443 | 0.038 | 0.038 | 0.239 | 0.239 | 0.217 | 0.186 | 0.021 | -0.011 | -0.008 | 0.211 | 0.090 | 0.090 | -0.088 | -0.042 | 1.000 | 0.100 | 0.359 | 0.198 | 0.267 | -0.199 | 0.499 | 0.102 | -0.014 | -0.024 | 0.316 | 0.194 | 0.369 | 0.169 | 0.212 | 0.187 | 0.171 | 0.927 | 0.146 | 0.059 | 0.019 | 0.225 | 0.237 | 0.028 | -0.090 | 0.656 | 0.026 | -0.040 | -0.053 | -0.032 | -0.000 | 0.099 | 0.119 | 0.132 | 0.191 | 0.377 | 0.143 | 0.212 | 0.120 | 0.358 | 0.034 | 0.142 | -0.029 | 0.053 | -0.040 | 0.971 | 0.618 | 0.299 | 0.497 | 0.117 | 0.025 | 0.000 | 0.059 | 0.280 | 0.057 | 0.033 | 0.000 | 0.058 | 0.023 | 0.051 | 0.000 | 1.000 | 0.000 | 0.000 | 0.077 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 |
| open_acc_6m | -0.047 | -0.047 | -0.047 | 0.107 | -0.031 | 0.052 | 0.015 | 0.008 | -0.071 | -0.071 | 0.418 | 0.037 | -0.084 | 0.277 | 0.085 | -0.079 | -0.219 | 0.236 | -0.091 | -0.091 | -0.024 | -0.024 | -0.031 | -0.029 | 0.009 | 0.070 | 0.070 | 0.016 | -0.114 | -0.114 | 0.002 | 0.040 | 0.100 | 1.000 | 0.126 | 0.347 | 0.258 | -0.383 | 0.157 | 0.227 | 0.592 | 0.472 | -0.129 | -0.068 | 0.066 | 0.165 | 0.077 | 0.354 | 0.546 | -0.002 | 0.121 | -0.202 | -0.030 | 0.014 | -0.024 | -0.671 | -0.848 | 0.071 | -0.490 | 0.073 | -0.320 | 0.059 | 0.080 | 0.078 | 0.153 | 0.162 | 0.154 | 0.149 | 0.252 | 0.216 | 0.146 | 0.276 | 0.019 | 0.714 | -0.049 | -0.165 | 0.026 | 0.104 | 0.087 | 0.014 | 0.104 | 0.000 | 0.062 | 0.081 | 0.016 | 0.000 | 0.053 | 0.037 | 0.000 | 0.000 | 0.000 | 0.037 | 0.189 | 1.000 | 0.065 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.067 | 0.000 | 0.000 | 0.081 |
| open_act_il | 0.082 | 0.082 | 0.082 | 0.069 | 0.081 | 0.248 | 0.430 | 0.074 | 0.011 | 0.011 | 0.053 | -0.048 | 0.026 | 0.457 | -0.014 | 0.062 | 0.065 | 0.417 | 0.024 | 0.024 | 0.049 | 0.049 | 0.023 | 0.076 | 0.025 | 0.015 | 0.015 | 0.066 | -0.057 | -0.057 | -0.087 | 0.010 | 0.359 | 0.126 | 1.000 | 0.402 | 0.546 | -0.427 | 0.768 | 0.203 | -0.010 | -0.007 | 0.046 | 0.307 | 0.033 | 0.212 | 0.206 | 0.166 | 0.263 | 0.204 | -0.026 | 0.055 | 0.032 | 0.185 | -0.020 | 0.016 | -0.135 | 0.060 | 0.001 | -0.023 | -0.030 | -0.015 | 0.058 | 0.038 | 0.056 | 0.040 | 0.040 | 0.678 | 0.053 | 0.058 | 0.056 | 0.458 | 0.037 | 0.200 | -0.058 | 0.071 | -0.020 | 0.335 | 0.647 | 0.018 | 0.788 | 0.048 | 0.000 | 0.000 | 0.038 | 0.068 | 0.006 | 0.000 | 0.000 | 0.026 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.046 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 |
| open_il_12m | -0.017 | -0.017 | -0.017 | 0.145 | -0.003 | 0.136 | 0.203 | -0.004 | -0.016 | -0.016 | 0.149 | 0.036 | 0.026 | 0.172 | 0.058 | -0.073 | -0.081 | 0.220 | -0.064 | -0.064 | -0.006 | -0.006 | -0.021 | -0.003 | 0.036 | 0.059 | 0.059 | 0.048 | -0.090 | -0.090 | -0.014 | -0.017 | 0.198 | 0.347 | 0.402 | 1.000 | 0.697 | -0.858 | 0.431 | 0.408 | 0.052 | 0.063 | -0.060 | 0.201 | -0.019 | 0.312 | 0.165 | 0.376 | 0.404 | 0.141 | 0.030 | -0.082 | -0.002 | 0.028 | -0.032 | -0.034 | -0.366 | 0.073 | -0.045 | 0.094 | -0.165 | 0.077 | 0.065 | -0.039 | -0.033 | 0.013 | 0.021 | 0.364 | 0.011 | 0.024 | -0.033 | 0.172 | 0.012 | 0.540 | -0.011 | -0.080 | -0.011 | 0.168 | 0.328 | -0.027 | 0.353 | 0.000 | 0.084 | 0.121 | 0.062 | 0.000 | 0.043 | 0.027 | 0.000 | 0.000 | 0.097 | 0.035 | 0.211 | 1.000 | 0.090 | 0.000 | 0.000 | 0.000 | 0.063 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| open_il_24m | -0.001 | -0.001 | -0.001 | 0.134 | 0.011 | 0.212 | 0.278 | -0.019 | 0.001 | 0.001 | 0.127 | 0.055 | -0.030 | 0.247 | 0.057 | -0.045 | -0.061 | 0.318 | -0.053 | -0.053 | 0.017 | 0.017 | -0.001 | 0.010 | 0.016 | 0.046 | 0.046 | 0.060 | -0.089 | -0.089 | 0.055 | -0.004 | 0.267 | 0.258 | 0.546 | 0.697 | 1.000 | -0.772 | 0.561 | 0.343 | 0.046 | 0.076 | -0.058 | 0.222 | 0.002 | 0.405 | 0.254 | 0.316 | 0.551 | 0.191 | 0.027 | -0.067 | -0.021 | 0.046 | -0.009 | -0.028 | -0.271 | 0.107 | -0.046 | 0.142 | -0.116 | 0.086 | 0.043 | -0.025 | -0.006 | 0.029 | 0.036 | 0.519 | 0.046 | 0.046 | -0.006 | 0.247 | -0.035 | 0.403 | -0.001 | -0.059 | -0.017 | 0.240 | 0.434 | -0.021 | 0.500 | 0.015 | 0.079 | 0.114 | 0.031 | 0.029 | 0.052 | 0.034 | 0.000 | 0.044 | 0.043 | 0.000 | 0.199 | 1.000 | 0.111 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| mths_since_rcnt_il | 0.026 | 0.026 | 0.026 | -0.149 | 0.011 | -0.149 | -0.216 | 0.023 | -0.004 | -0.004 | -0.142 | -0.042 | 0.018 | -0.163 | -0.052 | 0.082 | 0.088 | -0.193 | 0.047 | 0.047 | 0.019 | 0.019 | 0.037 | 0.010 | -0.028 | -0.056 | -0.056 | -0.036 | 0.091 | 0.091 | -0.021 | 0.021 | -0.199 | -0.383 | -0.427 | -0.858 | -0.772 | 1.000 | -0.481 | -0.449 | -0.046 | -0.066 | 0.066 | -0.204 | 0.020 | -0.325 | -0.150 | -0.329 | -0.418 | -0.143 | -0.034 | 0.087 | 0.006 | -0.005 | 0.055 | 0.030 | 0.418 | -0.051 | 0.053 | -0.106 | 0.179 | -0.090 | -0.034 | 0.044 | 0.040 | -0.012 | -0.001 | -0.367 | -0.004 | 0.002 | 0.045 | -0.163 | 0.007 | -0.459 | -0.010 | 0.078 | 0.009 | -0.168 | -0.348 | 0.030 | -0.392 | 0.000 | 0.000 | 0.000 | 0.025 | 0.027 | 0.019 | 0.009 | 0.000 | 0.000 | 0.027 | 0.000 | 0.072 | 1.000 | 0.076 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.041 | 0.000 | 0.000 | 0.048 | 0.000 |
| total_bal_il | 0.156 | 0.156 | 0.157 | 0.066 | 0.149 | 0.349 | 0.426 | 0.063 | 0.029 | 0.029 | 0.065 | -0.038 | 0.014 | 0.373 | -0.016 | 0.099 | 0.032 | 0.418 | 0.020 | 0.020 | 0.115 | 0.115 | 0.082 | 0.123 | 0.058 | 0.032 | 0.032 | 0.134 | -0.042 | -0.042 | -0.062 | -0.007 | 0.499 | 0.157 | 0.768 | 0.431 | 0.561 | -0.481 | 1.000 | 0.395 | 0.004 | 0.024 | 0.086 | 0.338 | 0.094 | 0.259 | 0.221 | 0.240 | 0.297 | 0.391 | 0.035 | 0.010 | 0.020 | 0.215 | 0.017 | 0.010 | -0.163 | 0.123 | -0.011 | 0.024 | -0.060 | 0.027 | 0.063 | 0.038 | 0.050 | 0.064 | 0.074 | 0.633 | 0.063 | 0.080 | 0.048 | 0.373 | 0.051 | 0.233 | -0.041 | 0.015 | -0.024 | 0.456 | 0.872 | 0.072 | 0.954 | 0.088 | 0.015 | 0.000 | 0.028 | 0.102 | 0.040 | 0.000 | 0.000 | 0.017 | 0.042 | 0.015 | 0.000 | 1.000 | 0.000 | 0.000 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.076 | 0.000 |
| il_util | -0.102 | -0.102 | -0.102 | 0.172 | -0.091 | -0.103 | -0.065 | -0.024 | -0.128 | -0.128 | 0.102 | 0.043 | 0.003 | 0.050 | 0.016 | -0.175 | -0.072 | 0.053 | -0.095 | -0.095 | -0.038 | -0.038 | -0.056 | -0.006 | 0.024 | 0.069 | 0.069 | -0.040 | -0.113 | -0.113 | 0.000 | 0.008 | 0.102 | 0.227 | 0.203 | 0.408 | 0.343 | -0.449 | 0.395 | 1.000 | 0.087 | 0.104 | -0.149 | 0.537 | -0.158 | 0.165 | 0.021 | 0.210 | 0.250 | 0.081 | -0.048 | -0.066 | -0.029 | -0.030 | -0.145 | -0.068 | -0.232 | -0.042 | -0.066 | 0.080 | -0.094 | 0.064 | 0.071 | -0.080 | -0.071 | -0.066 | -0.077 | 0.181 | -0.061 | -0.077 | -0.075 | 0.051 | 0.013 | 0.284 | -0.020 | -0.075 | -0.025 | -0.003 | 0.233 | -0.151 | 0.130 | 0.000 | 0.056 | 0.048 | 0.026 | 0.040 | 0.099 | 0.037 | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 | 1.000 | 0.000 | 0.041 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.082 | 0.000 |
| open_rv_12m | -0.049 | -0.049 | -0.049 | 0.115 | -0.030 | -0.017 | -0.017 | -0.025 | -0.135 | -0.135 | 0.295 | 0.058 | -0.095 | 0.332 | 0.098 | -0.009 | -0.206 | 0.192 | -0.068 | -0.068 | -0.012 | -0.012 | -0.025 | 0.012 | -0.022 | 0.050 | 0.050 | -0.015 | -0.120 | -0.120 | 0.050 | 0.051 | -0.014 | 0.592 | -0.010 | 0.052 | 0.046 | -0.046 | 0.004 | 0.087 | 1.000 | 0.758 | -0.091 | -0.145 | 0.128 | 0.098 | 0.021 | 0.333 | 0.616 | -0.145 | 0.146 | -0.173 | -0.009 | -0.049 | -0.054 | -0.830 | -0.588 | -0.008 | -0.683 | 0.085 | -0.203 | 0.066 | 0.071 | 0.226 | 0.319 | 0.301 | 0.245 | -0.013 | 0.410 | 0.310 | 0.314 | 0.331 | -0.010 | 0.804 | -0.028 | -0.145 | 0.045 | 0.007 | -0.021 | 0.072 | -0.027 | 0.000 | 0.040 | 0.067 | 0.000 | 0.023 | 0.047 | 0.000 | 0.000 | 0.028 | 0.000 | 0.006 | 0.049 | 1.000 | 0.000 | 0.000 | 0.039 | 0.000 | 0.026 | 0.000 | 0.000 | 0.084 | 0.000 | 0.000 | 0.000 |
| open_rv_24m | -0.045 | -0.045 | -0.045 | 0.144 | -0.022 | -0.002 | -0.010 | -0.052 | -0.162 | -0.162 | 0.272 | 0.105 | -0.187 | 0.415 | 0.120 | 0.012 | -0.226 | 0.248 | -0.083 | -0.083 | 0.005 | 0.005 | -0.010 | 0.027 | -0.021 | 0.054 | 0.054 | 0.010 | -0.136 | -0.136 | 0.133 | 0.072 | -0.024 | 0.472 | -0.007 | 0.063 | 0.076 | -0.066 | 0.024 | 0.104 | 0.758 | 1.000 | -0.106 | -0.155 | 0.157 | 0.141 | 0.031 | 0.313 | 0.813 | -0.190 | 0.164 | -0.183 | -0.032 | -0.047 | -0.090 | -0.687 | -0.475 | -0.026 | -0.631 | 0.188 | -0.162 | 0.115 | 0.081 | 0.298 | 0.412 | 0.369 | 0.314 | -0.010 | 0.516 | 0.398 | 0.407 | 0.414 | -0.033 | 0.632 | -0.017 | -0.145 | 0.045 | -0.001 | 0.001 | 0.085 | -0.013 | 0.000 | 0.059 | 0.066 | 0.000 | 0.000 | 0.063 | 0.020 | 0.000 | 0.000 | 0.000 | 0.034 | 0.045 | 1.000 | 0.000 | 0.037 | 0.046 | 0.000 | 0.000 | 0.000 | 0.000 | 0.098 | 0.000 | 0.000 | 0.000 |
| max_bal_bc | 0.387 | 0.387 | 0.388 | -0.077 | 0.366 | 0.337 | 0.180 | -0.055 | 0.088 | 0.088 | -0.099 | 0.005 | 0.054 | 0.194 | -0.111 | 0.784 | 0.386 | 0.177 | 0.170 | 0.170 | 0.247 | 0.248 | 0.217 | 0.251 | -0.002 | -0.037 | -0.037 | 0.210 | 0.123 | 0.123 | 0.033 | -0.167 | 0.316 | -0.129 | 0.046 | -0.060 | -0.058 | 0.066 | 0.086 | -0.149 | -0.091 | -0.106 | 1.000 | 0.150 | 0.565 | -0.106 | -0.020 | -0.112 | -0.105 | 0.272 | 0.213 | 0.384 | -0.013 | 0.139 | 0.263 | 0.111 | 0.126 | 0.205 | 0.075 | -0.023 | 0.104 | -0.036 | -0.146 | 0.311 | 0.208 | 0.291 | 0.277 | 0.045 | 0.176 | 0.194 | 0.206 | 0.195 | -0.082 | -0.105 | 0.130 | 0.306 | -0.026 | 0.337 | 0.375 | 0.653 | 0.138 | 0.071 | 0.000 | 0.000 | 0.042 | 0.064 | 0.036 | 0.000 | 0.000 | 0.021 | 0.031 | 0.027 | 0.141 | 1.000 | 0.258 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.089 | 0.000 |
| all_util | 0.011 | 0.011 | 0.011 | 0.341 | 0.040 | 0.042 | 0.218 | 0.035 | -0.393 | -0.393 | -0.039 | -0.026 | -0.006 | -0.040 | -0.034 | 0.195 | 0.689 | -0.001 | -0.050 | -0.050 | 0.058 | 0.058 | 0.005 | 0.174 | 0.068 | 0.085 | 0.085 | 0.006 | -0.270 | -0.270 | -0.066 | -0.035 | 0.194 | -0.068 | 0.307 | 0.201 | 0.222 | -0.204 | 0.338 | 0.537 | -0.145 | -0.155 | 0.150 | 1.000 | -0.292 | 0.064 | 0.029 | 0.035 | -0.019 | 0.230 | -0.530 | 0.608 | 0.018 | 0.057 | -0.062 | 0.152 | 0.058 | 0.019 | 0.145 | 0.004 | 0.036 | 0.018 | 0.084 | 0.008 | 0.017 | -0.171 | -0.172 | 0.214 | -0.221 | -0.196 | 0.023 | -0.041 | 0.029 | -0.019 | -0.090 | 0.514 | -0.008 | 0.045 | 0.372 | -0.275 | 0.238 | 0.037 | 0.139 | 0.123 | 0.006 | 0.023 | 0.131 | 0.056 | 0.000 | 0.037 | 0.011 | 0.044 | 0.039 | 1.000 | 0.037 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| total_rev_hi_lim | 0.417 | 0.417 | 0.417 | -0.257 | 0.375 | 0.396 | 0.155 | -0.057 | 0.377 | 0.377 | -0.007 | -0.020 | 0.052 | 0.541 | -0.139 | 0.729 | -0.183 | 0.426 | 0.134 | 0.134 | 0.246 | 0.246 | 0.235 | 0.155 | -0.042 | -0.056 | -0.054 | 0.204 | 0.265 | 0.265 | 0.045 | -0.140 | 0.369 | 0.066 | 0.033 | -0.019 | 0.002 | 0.020 | 0.094 | -0.158 | 0.128 | 0.157 | 0.565 | -0.292 | 1.000 | -0.033 | 0.109 | -0.003 | 0.133 | 0.192 | 0.689 | -0.232 | 0.015 | 0.129 | 0.351 | -0.089 | -0.047 | 0.278 | -0.124 | -0.008 | 0.015 | -0.054 | -0.193 | 0.439 | 0.436 | 0.579 | 0.512 | 0.075 | 0.595 | 0.527 | 0.436 | 0.542 | -0.079 | 0.092 | 0.223 | -0.174 | -0.020 | 0.486 | 0.385 | 0.881 | 0.139 | 0.057 | 0.093 | 0.068 | 0.028 | 0.100 | 0.022 | 0.046 | 0.000 | 0.000 | 0.000 | 0.065 | 0.000 | 1.000 | 0.078 | 0.000 | 0.074 | 0.000 | 0.000 | 0.000 | 0.000 | 0.052 | 0.000 | 0.036 | 0.000 |
| inq_fi | -0.010 | -0.010 | -0.010 | 0.118 | 0.002 | 0.121 | 0.091 | 0.010 | -0.048 | -0.048 | 0.186 | 0.022 | -0.126 | 0.133 | 0.081 | -0.085 | -0.102 | 0.157 | 0.005 | 0.005 | -0.030 | -0.030 | -0.041 | -0.004 | 0.028 | 0.026 | 0.026 | 0.029 | -0.099 | -0.099 | 0.044 | 0.041 | 0.169 | 0.165 | 0.212 | 0.312 | 0.405 | -0.325 | 0.259 | 0.165 | 0.098 | 0.141 | -0.106 | 0.064 | -0.033 | 1.000 | 0.101 | 0.485 | 0.328 | 0.130 | 0.034 | -0.109 | -0.018 | 0.006 | -0.036 | -0.072 | -0.166 | 0.102 | -0.086 | 0.120 | -0.207 | 0.062 | 0.075 | 0.004 | 0.008 | 0.038 | 0.046 | 0.216 | 0.062 | 0.044 | 0.015 | 0.135 | -0.022 | 0.260 | -0.042 | -0.104 | 0.035 | 0.153 | 0.176 | -0.042 | 0.228 | 0.034 | 0.070 | 0.089 | 0.000 | 0.041 | 0.024 | 0.056 | 0.000 | 0.068 | 0.000 | 0.000 | 0.105 | 1.000 | 0.045 | 0.017 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.193 | 0.000 | 0.008 | 0.000 |
| total_cu_tl | 0.092 | 0.092 | 0.092 | -0.005 | 0.076 | 0.128 | 0.137 | 0.021 | 0.041 | 0.041 | 0.039 | -0.001 | -0.005 | 0.150 | 0.003 | 0.080 | -0.026 | 0.279 | 0.030 | 0.030 | 0.030 | 0.030 | 0.019 | 0.011 | 0.003 | 0.008 | 0.008 | 0.083 | 0.026 | 0.026 | -0.019 | -0.016 | 0.212 | 0.077 | 0.206 | 0.165 | 0.254 | -0.150 | 0.221 | 0.021 | 0.021 | 0.031 | -0.020 | 0.029 | 0.109 | 0.101 | 1.000 | 0.109 | 0.176 | 0.176 | 0.023 | -0.047 | -0.020 | 0.116 | 0.090 | -0.018 | -0.070 | 0.196 | -0.007 | 0.029 | -0.054 | -0.016 | 0.004 | -0.092 | 0.012 | -0.046 | 0.042 | 0.323 | 0.076 | 0.143 | 0.018 | 0.150 | -0.001 | 0.120 | -0.012 | -0.027 | -0.039 | 0.215 | 0.209 | -0.006 | 0.225 | 0.063 | 0.000 | 0.000 | 0.000 | 0.067 | 0.030 | 0.000 | 0.000 | 0.030 | 0.113 | 0.035 | 0.079 | 1.000 | 0.056 | 0.000 | 0.068 | 0.000 | 0.088 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| inq_last_12m | 0.019 | 0.019 | 0.019 | 0.162 | 0.041 | 0.122 | 0.058 | 0.059 | -0.145 | -0.145 | 0.526 | 0.007 | -0.104 | 0.195 | 0.125 | -0.072 | -0.129 | 0.215 | -0.068 | -0.068 | 0.036 | 0.036 | 0.014 | 0.052 | 0.028 | 0.085 | 0.085 | 0.079 | -0.160 | -0.160 | 0.026 | 0.053 | 0.187 | 0.354 | 0.166 | 0.376 | 0.316 | -0.329 | 0.240 | 0.210 | 0.333 | 0.313 | -0.112 | 0.035 | -0.003 | 0.485 | 0.109 | 1.000 | 0.439 | 0.123 | 0.037 | -0.119 | -0.020 | 0.011 | -0.046 | -0.268 | -0.355 | 0.130 | -0.224 | 0.074 | -0.662 | 0.023 | 0.106 | 0.032 | 0.084 | 0.095 | 0.107 | 0.193 | 0.147 | 0.141 | 0.080 | 0.194 | 0.036 | 0.511 | -0.077 | -0.115 | 0.018 | 0.172 | 0.171 | -0.040 | 0.192 | 0.026 | 0.077 | 0.115 | 0.000 | 0.090 | 0.061 | 0.055 | 0.000 | 0.009 | 0.103 | 0.039 | 0.078 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.133 | 0.000 | 0.000 | 0.000 |
| acc_open_past_24mths | -0.018 | -0.018 | -0.018 | 0.167 | 0.002 | 0.118 | 0.139 | -0.057 | -0.114 | -0.114 | 0.279 | 0.137 | -0.069 | 0.469 | 0.116 | -0.025 | -0.239 | 0.398 | -0.062 | -0.062 | -0.019 | -0.019 | -0.040 | -0.004 | 0.008 | 0.092 | 0.094 | 0.059 | -0.150 | -0.150 | 0.142 | 0.066 | 0.171 | 0.546 | 0.263 | 0.404 | 0.551 | -0.418 | 0.297 | 0.250 | 0.616 | 0.813 | -0.105 | -0.019 | 0.133 | 0.328 | 0.176 | 0.439 | 1.000 | 0.001 | 0.148 | -0.202 | -0.032 | -0.008 | -0.064 | -0.531 | -0.543 | 0.095 | -0.496 | 0.162 | -0.191 | 0.143 | 0.077 | 0.198 | 0.307 | 0.283 | 0.261 | 0.278 | 0.427 | 0.347 | 0.301 | 0.467 | -0.046 | 0.751 | 0.000 | -0.175 | 0.016 | 0.176 | 0.216 | 0.044 | 0.240 | 0.000 | 0.077 | 0.082 | 0.000 | 0.037 | 0.075 | 0.046 | 0.000 | 0.021 | 0.000 | 0.038 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.042 | 0.000 | 0.000 | 0.000 |
| avg_cur_bal | 0.282 | 0.282 | 0.282 | -0.088 | 0.248 | 0.441 | 0.057 | 0.069 | 0.136 | 0.136 | -0.017 | -0.074 | 0.039 | 0.017 | -0.095 | 0.285 | 0.179 | 0.214 | 0.031 | 0.031 | 0.204 | 0.204 | 0.188 | 0.149 | 0.023 | -0.019 | -0.018 | 0.183 | 0.098 | 0.098 | -0.094 | -0.045 | 0.927 | -0.002 | 0.204 | 0.141 | 0.191 | -0.143 | 0.391 | 0.081 | -0.145 | -0.190 | 0.272 | 0.230 | 0.192 | 0.130 | 0.176 | 0.123 | 0.001 | 1.000 | 0.028 | 0.113 | 0.018 | 0.192 | 0.197 | 0.139 | 0.003 | 0.636 | 0.134 | -0.034 | -0.021 | -0.013 | 0.000 | -0.108 | -0.130 | -0.107 | 0.001 | 0.261 | -0.158 | -0.017 | -0.129 | 0.016 | 0.037 | 0.011 | -0.046 | 0.091 | -0.036 | 0.877 | 0.482 | 0.161 | 0.383 | 0.090 | 0.030 | 0.017 | 0.022 | 0.178 | 0.047 | 0.000 | 0.000 | 0.063 | 0.028 | 0.056 | 0.000 | 1.000 | 0.000 | 0.000 | 0.089 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| bc_open_to_buy | 0.220 | 0.220 | 0.221 | -0.386 | 0.177 | 0.222 | -0.056 | -0.071 | 0.501 | 0.501 | 0.020 | 0.020 | 0.006 | 0.334 | -0.073 | 0.201 | -0.610 | 0.236 | 0.143 | 0.143 | 0.070 | 0.070 | 0.096 | -0.053 | -0.053 | -0.085 | -0.082 | 0.108 | 0.322 | 0.322 | 0.033 | -0.043 | 0.146 | 0.121 | -0.026 | 0.030 | 0.027 | -0.034 | 0.035 | -0.048 | 0.146 | 0.164 | 0.213 | -0.530 | 0.689 | 0.034 | 0.023 | 0.037 | 0.148 | 0.028 | 1.000 | -0.746 | -0.005 | 0.019 | 0.177 | -0.126 | -0.100 | 0.113 | -0.240 | 0.006 | -0.039 | 0.005 | -0.129 | 0.293 | 0.133 | 0.541 | 0.431 | 0.006 | 0.395 | 0.324 | 0.137 | 0.336 | -0.061 | 0.133 | 0.177 | -0.638 | -0.013 | 0.273 | 0.129 | 0.774 | 0.052 | 0.010 | 0.133 | 0.114 | 0.000 | 0.036 | 0.071 | 0.041 | 0.000 | 0.015 | 0.000 | 0.080 | 0.023 | 1.000 | 0.000 | 0.000 | 0.008 | 0.062 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.051 | 0.099 |
| bc_util | 0.044 | 0.044 | 0.044 | 0.320 | 0.074 | 0.005 | 0.182 | 0.025 | -0.441 | -0.441 | -0.085 | -0.031 | 0.024 | -0.117 | -0.040 | 0.345 | 0.864 | -0.086 | -0.086 | -0.086 | 0.121 | 0.121 | 0.078 | 0.222 | 0.032 | 0.068 | 0.064 | 0.008 | -0.229 | -0.229 | -0.011 | -0.084 | 0.059 | -0.202 | 0.055 | -0.082 | -0.067 | 0.087 | 0.010 | -0.066 | -0.173 | -0.183 | 0.384 | 0.608 | -0.232 | -0.109 | -0.047 | -0.119 | -0.202 | 0.113 | -0.746 | 1.000 | -0.006 | 0.055 | 0.009 | 0.173 | 0.177 | 0.018 | 0.223 | -0.020 | 0.109 | -0.035 | 0.013 | 0.070 | 0.126 | -0.196 | -0.151 | -0.000 | -0.166 | -0.123 | 0.126 | -0.118 | 0.006 | -0.195 | -0.052 | 0.864 | 0.000 | -0.040 | 0.118 | -0.251 | 0.018 | 0.042 | 0.134 | 0.119 | 0.020 | 0.029 | 0.107 | 0.043 | 0.000 | 0.060 | 0.060 | 0.102 | 0.046 | 1.000 | 0.021 | 0.000 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.030 | 0.031 |
| delinq_amnt | -0.023 | -0.023 | -0.023 | 0.005 | -0.024 | 0.022 | 0.025 | 0.110 | -0.019 | -0.019 | -0.030 | -0.128 | NaN | 0.010 | -0.024 | 0.018 | 0.006 | 0.009 | -0.019 | -0.019 | -0.013 | -0.013 | -0.010 | -0.011 | -0.012 | -0.017 | -0.017 | -0.007 | -0.031 | -0.031 | -0.084 | 0.006 | 0.019 | -0.030 | 0.032 | -0.002 | -0.021 | 0.006 | 0.020 | -0.029 | -0.009 | -0.032 | -0.013 | 0.018 | 0.015 | -0.018 | -0.020 | -0.020 | -0.032 | 0.018 | -0.005 | -0.006 | 1.000 | 0.023 | 0.033 | 0.004 | 0.012 | 0.024 | 0.017 | -0.074 | 0.014 | -0.077 | -0.005 | 0.004 | 0.003 | -0.010 | 0.002 | 0.010 | -0.006 | 0.005 | 0.003 | -0.003 | 0.035 | -0.004 | -0.044 | 0.009 | -0.009 | 0.025 | 0.028 | 0.002 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.425 | 0.000 | 0.000 | 0.338 | 0.000 | 0.000 | 0.000 | 0.065 |
| mo_sin_old_il_acct | 0.107 | 0.107 | 0.107 | -0.104 | 0.091 | 0.216 | 0.043 | 0.100 | 0.028 | 0.028 | 0.004 | -0.036 | -0.149 | 0.135 | 0.053 | 0.163 | 0.067 | 0.353 | 0.023 | 0.023 | 0.081 | 0.081 | 0.077 | 0.056 | 0.011 | 0.001 | 0.005 | 0.035 | 0.048 | 0.048 | -0.024 | 0.016 | 0.225 | 0.014 | 0.185 | 0.028 | 0.046 | -0.005 | 0.215 | -0.030 | -0.049 | -0.047 | 0.139 | 0.057 | 0.129 | 0.006 | 0.116 | 0.011 | -0.008 | 0.192 | 0.019 | 0.055 | 0.023 | 1.000 | 0.288 | 0.035 | 0.016 | 0.209 | 0.043 | -0.004 | -0.007 | -0.021 | 0.110 | 0.027 | 0.050 | 0.034 | 0.127 | 0.433 | 0.048 | 0.148 | 0.046 | 0.133 | 0.045 | -0.007 | -0.143 | 0.059 | 0.045 | 0.231 | 0.247 | 0.100 | 0.227 | 0.038 | 0.036 | 0.042 | 0.046 | 0.087 | 0.011 | 0.000 | 0.005 | 0.000 | 0.020 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 |
| mo_sin_old_rev_tl_op | 0.207 | 0.207 | 0.207 | -0.172 | 0.177 | 0.248 | 0.070 | 0.132 | 0.141 | 0.141 | -0.027 | -0.092 | -0.174 | 0.184 | 0.036 | 0.328 | 0.030 | 0.359 | 0.006 | 0.006 | 0.187 | 0.187 | 0.186 | 0.110 | 0.005 | -0.023 | -0.019 | 0.101 | 0.163 | 0.163 | -0.001 | -0.030 | 0.237 | -0.024 | -0.020 | -0.032 | -0.009 | 0.055 | 0.017 | -0.145 | -0.054 | -0.090 | 0.263 | -0.062 | 0.351 | -0.036 | 0.090 | -0.046 | -0.064 | 0.197 | 0.177 | 0.009 | 0.033 | 0.288 | 1.000 | 0.035 | 0.031 | 0.370 | 0.068 | -0.007 | -0.002 | -0.041 | 0.091 | 0.127 | 0.162 | 0.173 | 0.374 | 0.049 | 0.214 | 0.422 | 0.164 | 0.181 | 0.055 | -0.043 | -0.142 | 0.032 | 0.004 | 0.284 | 0.155 | 0.307 | 0.046 | 0.073 | 0.055 | 0.037 | 0.087 | 0.135 | 0.045 | 0.033 | 0.000 | 0.000 | 0.000 | 0.026 | 0.044 | 1.000 | 0.033 | 0.000 | 0.000 | 0.032 | 0.072 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 |
| mo_sin_rcnt_rev_tl_op | 0.054 | 0.054 | 0.053 | -0.118 | 0.037 | 0.031 | 0.004 | 0.030 | 0.113 | 0.113 | -0.309 | -0.065 | 0.021 | -0.276 | -0.094 | 0.035 | 0.207 | -0.176 | 0.073 | 0.073 | 0.012 | 0.012 | 0.021 | 0.000 | -0.012 | -0.060 | -0.064 | -0.003 | 0.096 | 0.096 | -0.046 | -0.049 | 0.028 | -0.671 | 0.016 | -0.034 | -0.028 | 0.030 | 0.010 | -0.068 | -0.830 | -0.687 | 0.111 | 0.152 | -0.089 | -0.072 | -0.018 | -0.268 | -0.531 | 0.139 | -0.126 | 0.173 | 0.004 | 0.035 | 0.035 | 1.000 | 0.758 | 0.008 | 0.704 | -0.074 | 0.232 | -0.068 | -0.074 | -0.170 | -0.268 | -0.224 | -0.195 | -0.003 | -0.347 | -0.271 | -0.262 | -0.274 | 0.015 | -0.648 | 0.027 | 0.150 | -0.024 | 0.012 | 0.034 | -0.028 | 0.020 | 0.000 | 0.009 | 0.000 | 0.000 | 0.010 | 0.030 | 0.000 | 0.000 | 0.003 | 0.000 | 0.031 | 0.000 | 1.000 | 0.006 | 0.000 | 0.016 | 0.018 | 0.000 | 0.049 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 |
| mo_sin_rcnt_tl | 0.043 | 0.043 | 0.043 | -0.133 | 0.027 | -0.056 | -0.047 | 0.018 | 0.075 | 0.075 | -0.339 | -0.061 | 0.004 | -0.252 | -0.083 | 0.080 | 0.207 | -0.210 | 0.066 | 0.066 | 0.025 | 0.025 | 0.037 | 0.013 | -0.018 | -0.081 | -0.082 | -0.013 | 0.108 | 0.108 | -0.054 | -0.022 | -0.090 | -0.848 | -0.135 | -0.366 | -0.271 | 0.418 | -0.163 | -0.232 | -0.588 | -0.475 | 0.126 | 0.058 | -0.047 | -0.166 | -0.070 | -0.355 | -0.543 | 0.003 | -0.100 | 0.177 | 0.012 | 0.016 | 0.031 | 0.758 | 1.000 | -0.059 | 0.509 | -0.062 | 0.328 | -0.075 | -0.069 | -0.074 | -0.152 | -0.131 | -0.125 | -0.147 | -0.231 | -0.188 | -0.145 | -0.250 | 0.010 | -0.710 | 0.033 | 0.154 | -0.016 | -0.090 | -0.095 | 0.010 | -0.120 | 0.014 | 0.041 | 0.013 | 0.016 | 0.017 | 0.045 | 0.006 | 0.000 | 0.027 | 0.000 | 0.025 | 0.000 | 1.000 | 0.000 | 0.000 | 0.023 | 0.032 | 0.000 | 0.048 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| mort_acc | 0.245 | 0.245 | 0.245 | -0.118 | 0.210 | 0.345 | -0.005 | 0.103 | 0.103 | 0.103 | 0.025 | -0.068 | -0.090 | 0.183 | -0.011 | 0.268 | 0.041 | 0.416 | -0.030 | -0.030 | 0.224 | 0.224 | 0.216 | 0.142 | -0.018 | -0.003 | -0.001 | 0.187 | 0.117 | 0.117 | -0.068 | -0.040 | 0.656 | 0.071 | 0.060 | 0.073 | 0.107 | -0.051 | 0.123 | -0.042 | -0.008 | -0.026 | 0.205 | 0.019 | 0.278 | 0.102 | 0.196 | 0.130 | 0.095 | 0.636 | 0.113 | 0.018 | 0.024 | 0.209 | 0.370 | 0.008 | -0.059 | 1.000 | 0.041 | -0.059 | -0.043 | -0.050 | 0.090 | 0.025 | 0.061 | 0.078 | 0.228 | 0.180 | 0.117 | 0.275 | 0.060 | 0.180 | 0.058 | 0.081 | -0.102 | 0.023 | -0.023 | 0.665 | 0.228 | 0.212 | 0.146 | 0.103 | 0.050 | 0.052 | 0.073 | 0.292 | 0.046 | 0.028 | 0.000 | 0.014 | 0.052 | 0.000 | 0.094 | 1.000 | 0.098 | 0.000 | 0.056 | 0.160 | 0.000 | 0.499 | 0.040 | 0.020 | 0.000 | 0.000 | 0.000 |
| mths_since_recent_bc | 0.032 | 0.032 | 0.032 | -0.093 | 0.015 | 0.007 | -0.003 | 0.043 | 0.073 | 0.073 | -0.219 | -0.072 | 0.014 | -0.264 | -0.041 | -0.003 | 0.188 | -0.151 | 0.039 | 0.039 | 0.015 | 0.015 | 0.025 | 0.003 | -0.031 | -0.066 | -0.069 | -0.012 | 0.091 | 0.091 | -0.038 | -0.037 | 0.026 | -0.490 | 0.001 | -0.045 | -0.046 | 0.053 | -0.011 | -0.066 | -0.683 | -0.631 | 0.075 | 0.145 | -0.124 | -0.086 | -0.007 | -0.224 | -0.496 | 0.134 | -0.240 | 0.223 | 0.017 | 0.043 | 0.068 | 0.704 | 0.509 | 0.041 | 1.000 | -0.076 | 0.137 | -0.071 | -0.064 | -0.311 | -0.264 | -0.378 | -0.277 | -0.011 | -0.329 | -0.236 | -0.258 | -0.265 | 0.010 | -0.537 | 0.009 | 0.186 | -0.013 | 0.007 | 0.004 | -0.142 | 0.003 | 0.030 | 0.009 | 0.000 | 0.000 | 0.009 | 0.047 | 0.030 | 0.000 | 0.009 | 0.000 | 0.036 | 0.000 | 1.000 | 0.064 | 0.000 | 0.030 | 0.056 | 0.030 | 0.136 | 0.030 | 0.012 | 0.000 | 0.000 | 0.020 |
| mths_since_recent_bc_dlq | -0.057 | -0.057 | -0.056 | -0.053 | -0.062 | -0.047 | 0.015 | -0.650 | 0.068 | 0.068 | 0.068 | 0.764 | -0.161 | -0.015 | 0.103 | -0.020 | -0.026 | 0.005 | -0.008 | -0.008 | -0.042 | -0.042 | -0.033 | -0.059 | -0.099 | 0.009 | 0.009 | -0.038 | 0.074 | 0.074 | 0.564 | 0.062 | -0.040 | 0.073 | -0.023 | 0.094 | 0.142 | -0.106 | 0.024 | 0.080 | 0.085 | 0.188 | -0.023 | 0.004 | -0.008 | 0.120 | 0.029 | 0.074 | 0.162 | -0.034 | 0.006 | -0.020 | -0.074 | -0.004 | -0.007 | -0.074 | -0.062 | -0.059 | -0.076 | 1.000 | -0.013 | 0.899 | 0.239 | -0.003 | 0.003 | 0.001 | 0.053 | -0.012 | 0.012 | 0.028 | -0.000 | -0.013 | -0.222 | 0.121 | 0.094 | 0.005 | -0.004 | -0.051 | -0.005 | -0.019 | -0.013 | 0.033 | 0.000 | 0.000 | 0.028 | 0.064 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.062 | 0.098 | 0.185 | 0.098 | 1.000 | 0.152 | 0.075 | 0.000 | 0.000 | 0.039 |
| mths_since_recent_inq | 0.007 | 0.007 | 0.008 | -0.144 | -0.004 | -0.064 | 0.018 | -0.042 | 0.061 | 0.061 | -0.687 | 0.014 | 0.033 | -0.089 | -0.062 | 0.080 | 0.114 | -0.113 | 0.034 | 0.034 | 0.004 | 0.004 | 0.020 | -0.011 | -0.014 | -0.049 | -0.052 | -0.039 | 0.088 | 0.088 | 0.006 | -0.024 | -0.053 | -0.320 | -0.030 | -0.165 | -0.116 | 0.179 | -0.060 | -0.094 | -0.203 | -0.162 | 0.104 | 0.036 | 0.015 | -0.207 | -0.054 | -0.662 | -0.191 | -0.021 | -0.039 | 0.109 | 0.014 | -0.007 | -0.002 | 0.232 | 0.328 | -0.043 | 0.137 | -0.013 | 1.000 | -0.014 | -0.067 | -0.000 | -0.028 | -0.040 | -0.071 | -0.085 | -0.079 | -0.086 | -0.025 | -0.087 | -0.043 | -0.278 | 0.057 | 0.105 | 0.002 | -0.052 | -0.040 | 0.036 | -0.055 | 0.000 | 0.055 | 0.035 | 0.023 | 0.039 | 0.040 | 0.008 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 1.000 | 0.000 | 0.000 | 0.032 | 0.000 | 0.000 | 0.030 | 0.000 | 0.035 | 0.000 | 0.032 | 0.011 |
| mths_since_recent_revol_delinq | -0.031 | -0.031 | -0.031 | -0.047 | -0.035 | -0.046 | 0.011 | -0.710 | 0.073 | 0.073 | 0.053 | 0.848 | -0.128 | -0.042 | 0.089 | -0.057 | -0.013 | -0.012 | 0.019 | 0.019 | -0.049 | -0.049 | -0.035 | -0.070 | -0.071 | -0.010 | -0.007 | -0.017 | 0.080 | 0.080 | 0.558 | 0.072 | -0.032 | 0.059 | -0.015 | 0.077 | 0.086 | -0.090 | 0.027 | 0.064 | 0.066 | 0.115 | -0.036 | 0.018 | -0.054 | 0.062 | -0.016 | 0.023 | 0.143 | -0.013 | 0.005 | -0.035 | -0.077 | -0.021 | -0.041 | -0.068 | -0.075 | -0.050 | -0.071 | 0.899 | -0.014 | 1.000 | 0.235 | 0.018 | -0.018 | 0.012 | 0.033 | 0.014 | -0.040 | -0.029 | -0.023 | -0.041 | -0.204 | 0.125 | 0.095 | -0.025 | -0.024 | -0.047 | -0.001 | -0.038 | 0.017 | 0.000 | 0.000 | 0.000 | 0.043 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.039 | 0.000 | 1.000 | 0.000 | 0.039 | 0.073 | 0.175 | 0.078 | 1.000 | 0.151 | 0.058 | 0.000 | 0.073 | 0.000 |
| num_accts_ever_120_pd | -0.073 | -0.073 | -0.074 | 0.078 | -0.061 | 0.052 | -0.077 | 0.209 | -0.293 | -0.293 | 0.058 | 0.089 | -0.173 | -0.003 | 0.001 | -0.147 | 0.006 | 0.119 | -0.031 | -0.031 | -0.039 | -0.039 | -0.041 | -0.018 | 0.039 | 0.050 | 0.055 | -0.019 | -0.129 | -0.129 | -0.033 | 0.119 | -0.000 | 0.080 | 0.058 | 0.065 | 0.043 | -0.034 | 0.063 | 0.071 | 0.071 | 0.081 | -0.146 | 0.084 | -0.193 | 0.075 | 0.004 | 0.106 | 0.077 | 0.000 | -0.129 | 0.013 | -0.005 | 0.110 | 0.091 | -0.074 | -0.069 | 0.090 | -0.064 | 0.239 | -0.067 | 0.235 | 1.000 | -0.033 | 0.002 | -0.073 | 0.058 | 0.091 | -0.023 | 0.066 | 0.006 | -0.004 | 0.337 | 0.084 | -0.592 | 0.002 | 0.028 | -0.023 | -0.009 | -0.195 | 0.038 | 0.032 | 0.015 | 0.036 | 0.025 | 0.000 | 0.000 | 0.000 | 0.020 | 0.010 | 0.059 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.110 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.000 |
| num_actv_bc_tl | 0.191 | 0.191 | 0.191 | 0.034 | 0.196 | 0.184 | 0.168 | -0.025 | -0.089 | -0.089 | 0.033 | 0.027 | -0.012 | 0.543 | -0.066 | 0.492 | 0.133 | 0.286 | 0.033 | 0.033 | 0.152 | 0.152 | 0.124 | 0.175 | -0.009 | 0.023 | 0.025 | 0.075 | -0.043 | -0.043 | 0.072 | -0.046 | 0.099 | 0.078 | 0.038 | -0.039 | -0.025 | 0.044 | 0.038 | -0.080 | 0.226 | 0.298 | 0.311 | 0.008 | 0.439 | 0.004 | -0.092 | 0.032 | 0.198 | -0.108 | 0.293 | 0.070 | 0.004 | 0.027 | 0.127 | -0.170 | -0.074 | 0.025 | -0.311 | -0.003 | -0.000 | 0.018 | -0.033 | 1.000 | 0.800 | 0.836 | 0.595 | -0.020 | 0.639 | 0.440 | 0.795 | 0.544 | -0.035 | 0.131 | 0.076 | 0.083 | 0.019 | 0.132 | 0.196 | 0.522 | 0.038 | 0.041 | 0.000 | 0.026 | 0.026 | 0.019 | 0.015 | 0.026 | 0.000 | 0.030 | 0.004 | 0.027 | 0.000 | 1.000 | 0.000 | 0.000 | 0.045 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.025 | 0.000 |
| num_actv_rev_tl | 0.153 | 0.153 | 0.153 | 0.108 | 0.162 | 0.137 | 0.251 | 0.026 | -0.166 | -0.166 | 0.078 | -0.011 | -0.006 | 0.668 | -0.015 | 0.503 | 0.133 | 0.396 | 0.001 | 0.001 | 0.144 | 0.144 | 0.107 | 0.193 | 0.001 | 0.043 | 0.046 | 0.058 | -0.104 | -0.104 | 0.017 | -0.016 | 0.119 | 0.153 | 0.056 | -0.033 | -0.006 | 0.040 | 0.050 | -0.071 | 0.319 | 0.412 | 0.208 | 0.017 | 0.436 | 0.008 | 0.012 | 0.084 | 0.307 | -0.130 | 0.133 | 0.126 | 0.003 | 0.050 | 0.162 | -0.268 | -0.152 | 0.061 | -0.264 | 0.003 | -0.028 | -0.018 | 0.002 | 0.800 | 1.000 | 0.654 | 0.499 | 0.016 | 0.784 | 0.577 | 0.990 | 0.667 | 0.007 | 0.222 | 0.024 | 0.138 | 0.024 | 0.146 | 0.200 | 0.326 | 0.039 | 0.044 | 0.063 | 0.099 | 0.052 | 0.033 | 0.039 | 0.060 | 0.075 | 0.036 | 0.010 | 0.043 | 0.000 | 1.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.075 | 0.000 | 0.031 |
| num_bc_sats | 0.222 | 0.222 | 0.222 | -0.069 | 0.214 | 0.225 | 0.114 | -0.036 | 0.077 | 0.077 | 0.078 | 0.030 | -0.005 | 0.648 | -0.058 | 0.425 | -0.115 | 0.393 | 0.043 | 0.043 | 0.150 | 0.150 | 0.135 | 0.119 | -0.027 | -0.002 | -0.000 | 0.114 | 0.054 | 0.054 | 0.093 | -0.048 | 0.132 | 0.162 | 0.040 | 0.013 | 0.029 | -0.012 | 0.064 | -0.066 | 0.301 | 0.369 | 0.291 | -0.171 | 0.579 | 0.038 | -0.046 | 0.095 | 0.283 | -0.107 | 0.541 | -0.196 | -0.010 | 0.034 | 0.173 | -0.224 | -0.131 | 0.078 | -0.378 | 0.001 | -0.040 | 0.012 | -0.073 | 0.836 | 0.654 | 1.000 | 0.740 | 0.016 | 0.758 | 0.568 | 0.648 | 0.649 | -0.051 | 0.210 | 0.113 | -0.137 | 0.010 | 0.202 | 0.200 | 0.657 | 0.062 | 0.053 | 0.019 | 0.000 | 0.029 | 0.027 | 0.000 | 0.105 | 0.000 | 0.019 | 0.026 | 0.000 | 0.000 | 1.000 | 0.000 | 0.019 | 0.046 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.015 | 0.000 |
| num_bc_tl | 0.222 | 0.222 | 0.222 | -0.113 | 0.211 | 0.254 | 0.091 | 0.040 | 0.049 | 0.049 | 0.112 | -0.002 | -0.188 | 0.558 | 0.013 | 0.383 | -0.098 | 0.625 | -0.071 | -0.071 | 0.219 | 0.219 | 0.212 | 0.129 | -0.020 | 0.021 | 0.022 | 0.160 | 0.057 | 0.057 | 0.044 | -0.053 | 0.191 | 0.154 | 0.040 | 0.021 | 0.036 | -0.001 | 0.074 | -0.077 | 0.245 | 0.314 | 0.277 | -0.172 | 0.512 | 0.046 | 0.042 | 0.107 | 0.261 | 0.001 | 0.431 | -0.151 | 0.002 | 0.127 | 0.374 | -0.195 | -0.125 | 0.228 | -0.277 | 0.053 | -0.071 | 0.033 | 0.058 | 0.595 | 0.499 | 0.740 | 1.000 | 0.087 | 0.645 | 0.825 | 0.499 | 0.556 | 0.014 | 0.191 | -0.013 | -0.094 | 0.021 | 0.257 | 0.194 | 0.536 | 0.074 | 0.045 | 0.040 | 0.014 | 0.036 | 0.075 | 0.002 | 0.062 | 0.000 | 0.011 | 0.000 | 0.025 | 0.065 | 1.000 | 0.029 | 0.000 | 0.066 | 0.000 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.037 | 0.029 |
| num_il_tl | 0.110 | 0.110 | 0.110 | 0.001 | 0.095 | 0.270 | 0.271 | 0.078 | 0.024 | 0.024 | 0.092 | -0.026 | -0.054 | 0.388 | -0.010 | 0.075 | 0.013 | 0.662 | -0.015 | -0.015 | 0.081 | 0.081 | 0.068 | 0.063 | 0.021 | 0.030 | 0.033 | 0.103 | -0.027 | -0.027 | -0.089 | 0.017 | 0.377 | 0.149 | 0.678 | 0.364 | 0.519 | -0.367 | 0.633 | 0.181 | -0.013 | -0.010 | 0.045 | 0.214 | 0.075 | 0.216 | 0.323 | 0.193 | 0.278 | 0.261 | 0.006 | -0.000 | 0.010 | 0.433 | 0.049 | -0.003 | -0.147 | 0.180 | -0.011 | -0.012 | -0.085 | 0.014 | 0.091 | -0.020 | 0.016 | 0.016 | 0.087 | 1.000 | 0.067 | 0.133 | 0.015 | 0.387 | 0.053 | 0.210 | -0.063 | 0.001 | -0.019 | 0.358 | 0.573 | 0.024 | 0.638 | 0.080 | 0.008 | 0.006 | 0.017 | 0.081 | 0.023 | 0.052 | 0.000 | 0.028 | 0.070 | 0.037 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 |
| num_op_rev_tl | 0.178 | 0.178 | 0.178 | -0.026 | 0.174 | 0.166 | 0.186 | 0.021 | 0.033 | 0.033 | 0.129 | -0.021 | 0.024 | 0.849 | 0.007 | 0.404 | -0.200 | 0.567 | -0.001 | -0.001 | 0.146 | 0.146 | 0.129 | 0.122 | -0.027 | 0.019 | 0.023 | 0.105 | 0.011 | 0.011 | 0.047 | -0.002 | 0.143 | 0.252 | 0.053 | 0.011 | 0.046 | -0.004 | 0.063 | -0.061 | 0.410 | 0.516 | 0.176 | -0.221 | 0.595 | 0.062 | 0.076 | 0.147 | 0.427 | -0.158 | 0.395 | -0.166 | -0.006 | 0.048 | 0.214 | -0.347 | -0.231 | 0.117 | -0.329 | 0.012 | -0.079 | -0.040 | -0.023 | 0.639 | 0.784 | 0.758 | 0.645 | 0.067 | 1.000 | 0.789 | 0.784 | 0.849 | -0.020 | 0.318 | 0.069 | -0.114 | 0.002 | 0.215 | 0.192 | 0.463 | 0.066 | 0.045 | 0.000 | 0.031 | 0.033 | 0.060 | 0.025 | 0.000 | 0.016 | 0.026 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.012 | 0.016 |
| num_rev_accts | 0.202 | 0.202 | 0.202 | -0.082 | 0.193 | 0.213 | 0.151 | 0.096 | 0.024 | 0.024 | 0.139 | -0.060 | -0.148 | 0.686 | 0.048 | 0.373 | -0.153 | 0.766 | -0.073 | -0.073 | 0.209 | 0.209 | 0.199 | 0.134 | -0.021 | 0.024 | 0.027 | 0.155 | 0.036 | 0.036 | -0.000 | -0.020 | 0.212 | 0.216 | 0.058 | 0.024 | 0.046 | 0.002 | 0.080 | -0.077 | 0.310 | 0.398 | 0.194 | -0.196 | 0.527 | 0.044 | 0.143 | 0.141 | 0.347 | -0.017 | 0.324 | -0.123 | 0.005 | 0.148 | 0.422 | -0.271 | -0.188 | 0.275 | -0.236 | 0.028 | -0.086 | -0.029 | 0.066 | 0.440 | 0.577 | 0.568 | 0.825 | 0.133 | 0.789 | 1.000 | 0.576 | 0.683 | 0.036 | 0.259 | -0.048 | -0.072 | 0.006 | 0.281 | 0.198 | 0.395 | 0.086 | 0.052 | 0.036 | 0.039 | 0.052 | 0.095 | 0.017 | 0.046 | 0.013 | 0.018 | 0.000 | 0.027 | 0.000 | 1.000 | 0.000 | 0.000 | 0.058 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.015 |
| num_rev_tl_bal_gt_0 | 0.151 | 0.151 | 0.151 | 0.103 | 0.159 | 0.136 | 0.249 | 0.024 | -0.160 | -0.160 | 0.067 | -0.018 | -0.001 | 0.668 | -0.020 | 0.504 | 0.135 | 0.395 | -0.000 | -0.000 | 0.141 | 0.141 | 0.105 | 0.189 | 0.002 | 0.042 | 0.045 | 0.054 | -0.104 | -0.104 | 0.025 | -0.018 | 0.120 | 0.146 | 0.056 | -0.033 | -0.006 | 0.045 | 0.048 | -0.075 | 0.314 | 0.407 | 0.206 | 0.023 | 0.436 | 0.015 | 0.018 | 0.080 | 0.301 | -0.129 | 0.137 | 0.126 | 0.003 | 0.046 | 0.164 | -0.262 | -0.145 | 0.060 | -0.258 | -0.000 | -0.025 | -0.023 | 0.006 | 0.795 | 0.990 | 0.648 | 0.499 | 0.015 | 0.784 | 0.576 | 1.000 | 0.668 | -0.003 | 0.218 | 0.027 | 0.139 | 0.026 | 0.147 | 0.201 | 0.327 | 0.039 | 0.040 | 0.066 | 0.100 | 0.046 | 0.034 | 0.016 | 0.040 | 0.050 | 0.031 | 0.000 | 0.050 | 0.000 | 1.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.050 | 0.000 | 0.028 |
| num_sats | 0.201 | 0.201 | 0.201 | -0.023 | 0.192 | 0.272 | 0.307 | 0.058 | 0.066 | 0.066 | 0.135 | -0.052 | 0.046 | 0.999 | -0.038 | 0.393 | -0.133 | 0.715 | 0.003 | 0.003 | 0.158 | 0.158 | 0.135 | 0.142 | -0.008 | 0.028 | 0.033 | 0.122 | 0.006 | 0.006 | -0.019 | -0.004 | 0.358 | 0.276 | 0.458 | 0.172 | 0.247 | -0.163 | 0.373 | 0.051 | 0.331 | 0.414 | 0.195 | -0.041 | 0.542 | 0.135 | 0.150 | 0.194 | 0.467 | 0.016 | 0.336 | -0.118 | -0.003 | 0.133 | 0.181 | -0.274 | -0.250 | 0.180 | -0.265 | -0.013 | -0.087 | -0.041 | -0.004 | 0.544 | 0.667 | 0.649 | 0.556 | 0.387 | 0.849 | 0.683 | 0.668 | 1.000 | 0.007 | 0.353 | 0.043 | -0.078 | -0.019 | 0.409 | 0.472 | 0.423 | 0.388 | 0.077 | 0.011 | 0.026 | 0.000 | 0.084 | 0.008 | 0.000 | 0.000 | 0.016 | 0.000 | 0.021 | 0.000 | 1.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 |
| num_tl_90g_dpd_24m | -0.018 | -0.018 | -0.018 | 0.058 | -0.016 | 0.022 | -0.014 | 0.518 | -0.150 | -0.150 | 0.031 | -0.356 | -0.039 | 0.009 | -0.036 | -0.062 | 0.002 | 0.066 | -0.006 | -0.006 | -0.005 | -0.005 | -0.018 | 0.030 | 0.051 | 0.026 | 0.028 | -0.026 | -0.084 | -0.084 | -0.691 | 0.012 | 0.034 | 0.019 | 0.037 | 0.012 | -0.035 | 0.007 | 0.051 | 0.013 | -0.010 | -0.033 | -0.082 | 0.029 | -0.079 | -0.022 | -0.001 | 0.036 | -0.046 | 0.037 | -0.061 | 0.006 | 0.035 | 0.045 | 0.055 | 0.015 | 0.010 | 0.058 | 0.010 | -0.222 | -0.043 | -0.204 | 0.337 | -0.035 | 0.007 | -0.051 | 0.014 | 0.053 | -0.020 | 0.036 | -0.003 | 0.007 | 1.000 | -0.024 | -0.265 | -0.003 | -0.014 | 0.026 | 0.017 | -0.098 | 0.041 | 0.018 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.046 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.047 | 0.000 | 0.000 | 0.000 | 0.297 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 |
| num_tl_op_past_12m | -0.036 | -0.036 | -0.037 | 0.173 | -0.015 | 0.083 | 0.100 | -0.042 | -0.099 | -0.099 | 0.330 | 0.105 | -0.006 | 0.354 | 0.101 | -0.053 | -0.223 | 0.299 | -0.064 | -0.064 | -0.029 | -0.029 | -0.046 | -0.008 | 0.018 | 0.088 | 0.090 | 0.029 | -0.143 | -0.143 | 0.069 | 0.050 | 0.142 | 0.714 | 0.200 | 0.540 | 0.403 | -0.459 | 0.233 | 0.284 | 0.804 | 0.632 | -0.105 | -0.019 | 0.092 | 0.260 | 0.120 | 0.511 | 0.751 | 0.011 | 0.133 | -0.195 | -0.004 | -0.007 | -0.043 | -0.648 | -0.710 | 0.081 | -0.537 | 0.121 | -0.278 | 0.125 | 0.084 | 0.131 | 0.222 | 0.210 | 0.191 | 0.210 | 0.318 | 0.259 | 0.218 | 0.353 | -0.024 | 1.000 | -0.020 | -0.176 | 0.019 | 0.143 | 0.162 | 0.023 | 0.176 | 0.000 | 0.077 | 0.089 | 0.000 | 0.026 | 0.079 | 0.033 | 0.000 | 0.013 | 0.000 | 0.024 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.053 | 0.000 | 0.000 | 0.000 |
| pct_tl_nvr_dlq | 0.071 | 0.071 | 0.072 | -0.093 | 0.050 | -0.070 | 0.097 | -0.489 | 0.370 | 0.370 | -0.032 | 0.194 | 0.196 | 0.040 | 0.019 | 0.146 | -0.050 | -0.080 | 0.037 | 0.037 | 0.019 | 0.019 | 0.025 | -0.007 | -0.060 | -0.038 | -0.042 | 0.038 | 0.186 | 0.186 | 0.134 | -0.148 | -0.029 | -0.049 | -0.058 | -0.011 | -0.001 | -0.010 | -0.041 | -0.020 | -0.028 | -0.017 | 0.130 | -0.090 | 0.223 | -0.042 | -0.012 | -0.077 | 0.000 | -0.046 | 0.177 | -0.052 | -0.044 | -0.143 | -0.142 | 0.027 | 0.033 | -0.102 | 0.009 | 0.094 | 0.057 | 0.095 | -0.592 | 0.076 | 0.024 | 0.113 | -0.013 | -0.063 | 0.069 | -0.048 | 0.027 | 0.043 | -0.265 | -0.020 | 1.000 | -0.033 | -0.054 | -0.008 | 0.030 | 0.230 | -0.026 | 0.058 | 0.049 | 0.034 | 0.000 | 0.000 | 0.018 | 0.010 | 0.076 | 0.067 | 0.064 | 0.043 | 0.000 | 1.000 | 0.000 | 0.038 | 0.000 | 0.035 | 0.072 | 0.000 | 0.061 | 0.003 | 0.076 | 0.031 | 0.019 |
| percent_bc_gt_75 | 0.022 | 0.022 | 0.022 | 0.301 | 0.050 | -0.012 | 0.171 | 0.012 | -0.402 | -0.402 | -0.075 | -0.013 | 0.015 | -0.078 | -0.039 | 0.311 | 0.748 | -0.051 | -0.100 | -0.100 | 0.109 | 0.109 | 0.070 | 0.197 | 0.027 | 0.076 | 0.069 | 0.011 | -0.219 | -0.219 | 0.026 | -0.081 | 0.053 | -0.165 | 0.071 | -0.080 | -0.059 | 0.078 | 0.015 | -0.075 | -0.145 | -0.145 | 0.306 | 0.514 | -0.174 | -0.104 | -0.027 | -0.115 | -0.175 | 0.091 | -0.638 | 0.864 | 0.009 | 0.059 | 0.032 | 0.150 | 0.154 | 0.023 | 0.186 | 0.005 | 0.105 | -0.025 | 0.002 | 0.083 | 0.138 | -0.137 | -0.094 | 0.001 | -0.114 | -0.072 | 0.139 | -0.078 | -0.003 | -0.176 | -0.033 | 1.000 | -0.002 | -0.028 | 0.101 | -0.193 | 0.014 | 0.044 | 0.126 | 0.111 | 0.014 | 0.022 | 0.086 | 0.049 | 0.000 | 0.044 | 0.023 | 0.098 | 0.061 | 1.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 |
| tax_liens | 0.000 | 0.000 | 0.000 | 0.017 | 0.009 | 0.036 | -0.034 | 0.014 | -0.087 | -0.087 | 0.017 | 0.018 | -0.346 | -0.019 | 0.418 | -0.014 | -0.003 | -0.018 | -0.032 | -0.032 | 0.038 | 0.038 | 0.037 | 0.032 | 0.070 | -0.002 | -0.001 | 0.005 | -0.032 | -0.032 | 0.016 | 0.037 | -0.040 | 0.026 | -0.020 | -0.011 | -0.017 | 0.009 | -0.024 | -0.025 | 0.045 | 0.045 | -0.026 | -0.008 | -0.020 | 0.035 | -0.039 | 0.018 | 0.016 | -0.036 | -0.013 | 0.000 | -0.009 | 0.045 | 0.004 | -0.024 | -0.016 | -0.023 | -0.013 | -0.004 | 0.002 | -0.024 | 0.028 | 0.019 | 0.024 | 0.010 | 0.021 | -0.019 | 0.002 | 0.006 | 0.026 | -0.019 | -0.014 | 0.019 | -0.054 | -0.002 | 1.000 | -0.035 | -0.035 | -0.019 | -0.026 | 0.000 | 0.019 | 0.032 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.052 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.035 | 0.000 | 0.000 | 0.000 |
| tot_hi_cred_lim | 0.362 | 0.362 | 0.362 | -0.160 | 0.321 | 0.548 | 0.153 | 0.087 | 0.240 | 0.240 | 0.032 | -0.100 | 0.051 | 0.410 | -0.106 | 0.422 | 0.010 | 0.479 | 0.070 | 0.070 | 0.239 | 0.239 | 0.222 | 0.167 | 0.014 | -0.031 | -0.027 | 0.216 | 0.150 | 0.150 | -0.080 | -0.044 | 0.971 | 0.104 | 0.335 | 0.168 | 0.240 | -0.168 | 0.456 | -0.003 | 0.007 | -0.001 | 0.337 | 0.045 | 0.486 | 0.153 | 0.215 | 0.172 | 0.176 | 0.877 | 0.273 | -0.040 | 0.025 | 0.231 | 0.284 | 0.012 | -0.090 | 0.665 | 0.007 | -0.051 | -0.052 | -0.047 | -0.023 | 0.132 | 0.146 | 0.202 | 0.257 | 0.358 | 0.215 | 0.281 | 0.147 | 0.409 | 0.026 | 0.143 | -0.008 | -0.028 | -0.035 | 1.000 | 0.592 | 0.408 | 0.489 | 0.118 | 0.044 | 0.023 | 0.055 | 0.302 | 0.052 | 0.028 | 0.000 | 0.054 | 0.000 | 0.054 | 0.000 | 1.000 | 0.000 | 0.000 | 0.078 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.000 | 0.000 |
| total_bal_ex_mort | 0.323 | 0.323 | 0.323 | 0.024 | 0.303 | 0.491 | 0.453 | 0.042 | 0.073 | 0.073 | 0.018 | -0.044 | -0.009 | 0.471 | -0.106 | 0.470 | 0.178 | 0.485 | 0.052 | 0.052 | 0.224 | 0.224 | 0.186 | 0.223 | 0.041 | 0.014 | 0.017 | 0.187 | 0.008 | 0.008 | -0.047 | -0.060 | 0.618 | 0.087 | 0.647 | 0.328 | 0.434 | -0.348 | 0.872 | 0.233 | -0.021 | 0.001 | 0.375 | 0.372 | 0.385 | 0.176 | 0.209 | 0.171 | 0.216 | 0.482 | 0.129 | 0.118 | 0.028 | 0.247 | 0.155 | 0.034 | -0.095 | 0.228 | 0.004 | -0.005 | -0.040 | -0.001 | -0.009 | 0.196 | 0.200 | 0.200 | 0.194 | 0.573 | 0.192 | 0.198 | 0.201 | 0.472 | 0.017 | 0.162 | 0.030 | 0.101 | -0.035 | 0.592 | 1.000 | 0.328 | 0.862 | 0.115 | 0.008 | 0.000 | 0.020 | 0.104 | 0.050 | 0.026 | 0.000 | 0.000 | 0.020 | 0.025 | 0.000 | 1.000 | 0.000 | 0.000 | 0.068 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 0.000 | 0.031 | 0.000 |
| total_bc_limit | 0.399 | 0.399 | 0.399 | -0.286 | 0.360 | 0.382 | 0.086 | -0.085 | 0.383 | 0.383 | -0.037 | -0.000 | 0.021 | 0.420 | -0.164 | 0.648 | -0.143 | 0.306 | 0.144 | 0.144 | 0.229 | 0.229 | 0.226 | 0.132 | -0.057 | -0.070 | -0.070 | 0.190 | 0.286 | 0.286 | 0.068 | -0.148 | 0.299 | 0.014 | 0.018 | -0.027 | -0.021 | 0.030 | 0.072 | -0.151 | 0.072 | 0.085 | 0.653 | -0.275 | 0.881 | -0.042 | -0.006 | -0.040 | 0.044 | 0.161 | 0.774 | -0.251 | 0.002 | 0.100 | 0.307 | -0.028 | 0.010 | 0.212 | -0.142 | -0.019 | 0.036 | -0.038 | -0.195 | 0.522 | 0.326 | 0.657 | 0.536 | 0.024 | 0.463 | 0.395 | 0.327 | 0.423 | -0.098 | 0.023 | 0.230 | -0.193 | -0.019 | 0.408 | 0.328 | 1.000 | 0.115 | 0.074 | 0.110 | 0.089 | 0.015 | 0.078 | 0.020 | 0.036 | 0.000 | 0.000 | 0.052 | 0.065 | 0.000 | 1.000 | 0.074 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.066 | 0.000 | 0.049 | 0.040 |
| total_il_high_credit_limit | 0.187 | 0.187 | 0.187 | 0.007 | 0.172 | 0.407 | 0.467 | 0.065 | 0.090 | 0.090 | 0.031 | -0.043 | -0.006 | 0.388 | -0.038 | 0.138 | 0.037 | 0.421 | 0.043 | 0.043 | 0.114 | 0.114 | 0.091 | 0.115 | 0.040 | 0.005 | 0.010 | 0.118 | 0.002 | 0.002 | -0.051 | 0.004 | 0.497 | 0.104 | 0.788 | 0.353 | 0.500 | -0.392 | 0.954 | 0.130 | -0.027 | -0.013 | 0.138 | 0.238 | 0.139 | 0.228 | 0.225 | 0.192 | 0.240 | 0.383 | 0.052 | 0.018 | 0.036 | 0.227 | 0.046 | 0.020 | -0.120 | 0.146 | 0.003 | -0.013 | -0.055 | 0.017 | 0.038 | 0.038 | 0.039 | 0.062 | 0.074 | 0.638 | 0.066 | 0.086 | 0.039 | 0.388 | 0.041 | 0.176 | -0.026 | 0.014 | -0.026 | 0.489 | 0.862 | 0.115 | 1.000 | 0.087 | 0.001 | 0.000 | 0.024 | 0.108 | 0.043 | 0.000 | 0.000 | 0.032 | 0.023 | 0.041 | 0.000 | 1.000 | 0.000 | 0.000 | 0.064 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 |
| term | 0.437 | 0.437 | 0.437 | 0.371 | 0.317 | 0.000 | 0.025 | 0.012 | 0.054 | 0.052 | 0.019 | 0.000 | 0.000 | 0.081 | 0.000 | 0.067 | 0.072 | 0.099 | 0.295 | 0.295 | 0.212 | 0.212 | 0.118 | 0.503 | 0.043 | 0.155 | 0.149 | 0.197 | 0.066 | 0.073 | 0.058 | 0.001 | 0.117 | 0.000 | 0.048 | 0.000 | 0.015 | 0.000 | 0.088 | 0.000 | 0.000 | 0.000 | 0.071 | 0.037 | 0.057 | 0.034 | 0.063 | 0.026 | 0.000 | 0.090 | 0.010 | 0.042 | 0.000 | 0.038 | 0.073 | 0.000 | 0.014 | 0.103 | 0.030 | 0.033 | 0.000 | 0.000 | 0.032 | 0.041 | 0.044 | 0.053 | 0.045 | 0.080 | 0.045 | 0.052 | 0.040 | 0.077 | 0.018 | 0.000 | 0.058 | 0.044 | 0.000 | 0.118 | 0.115 | 0.074 | 0.087 | 1.000 | 0.400 | 0.402 | 0.065 | 0.110 | 0.098 | 0.201 | 0.000 | 0.093 | 0.027 | 0.143 | 0.095 | 0.000 | 0.072 | 0.007 | 0.076 | 0.000 | 0.012 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.029 |
| grade | 0.070 | 0.069 | 0.069 | 0.700 | 0.079 | 0.000 | 0.000 | 0.000 | 0.194 | 0.194 | 0.083 | 0.000 | 0.000 | 0.011 | 0.026 | 0.000 | 0.128 | 0.026 | 0.028 | 0.028 | 0.081 | 0.081 | 0.049 | 0.216 | 0.061 | 0.096 | 0.092 | 0.058 | 0.178 | 0.179 | 0.000 | 0.000 | 0.025 | 0.062 | 0.000 | 0.084 | 0.079 | 0.000 | 0.015 | 0.056 | 0.040 | 0.059 | 0.000 | 0.139 | 0.093 | 0.070 | 0.000 | 0.077 | 0.077 | 0.030 | 0.133 | 0.134 | 0.000 | 0.036 | 0.055 | 0.009 | 0.041 | 0.050 | 0.009 | 0.000 | 0.055 | 0.000 | 0.015 | 0.000 | 0.063 | 0.019 | 0.040 | 0.008 | 0.000 | 0.036 | 0.066 | 0.011 | 0.000 | 0.077 | 0.049 | 0.126 | 0.019 | 0.044 | 0.008 | 0.110 | 0.001 | 0.400 | 1.000 | 0.997 | 0.000 | 0.049 | 0.195 | 0.106 | 0.000 | 0.071 | 0.055 | 0.145 | 0.063 | 0.000 | 0.069 | 0.023 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.175 | 0.065 |
| sub_grade | 0.068 | 0.066 | 0.067 | 0.734 | 0.088 | 0.000 | 0.024 | 0.000 | 0.175 | 0.175 | 0.096 | 0.042 | 0.000 | 0.011 | 0.032 | 0.000 | 0.111 | 0.039 | 0.028 | 0.028 | 0.110 | 0.110 | 0.051 | 0.235 | 0.092 | 0.113 | 0.110 | 0.066 | 0.158 | 0.198 | 0.000 | 0.000 | 0.000 | 0.081 | 0.000 | 0.121 | 0.114 | 0.000 | 0.000 | 0.048 | 0.067 | 0.066 | 0.000 | 0.123 | 0.068 | 0.089 | 0.000 | 0.115 | 0.082 | 0.017 | 0.114 | 0.119 | 0.000 | 0.042 | 0.037 | 0.000 | 0.013 | 0.052 | 0.000 | 0.000 | 0.035 | 0.000 | 0.036 | 0.026 | 0.099 | 0.000 | 0.014 | 0.006 | 0.031 | 0.039 | 0.100 | 0.026 | 0.000 | 0.089 | 0.034 | 0.111 | 0.032 | 0.023 | 0.000 | 0.089 | 0.000 | 0.402 | 0.997 | 1.000 | 0.000 | 0.042 | 0.206 | 0.114 | 0.008 | 0.047 | 0.040 | 0.146 | 0.062 | 0.000 | 0.063 | 0.020 | 0.049 | 0.000 | 0.000 | 0.000 | 0.034 | 0.046 | 0.008 | 0.193 | 0.092 |
| emp_length | 0.032 | 0.032 | 0.032 | 0.008 | 0.032 | 0.000 | 0.027 | 0.006 | 0.018 | 0.013 | 0.000 | 0.026 | 0.060 | 0.000 | 0.008 | 0.025 | 0.012 | 0.051 | 0.010 | 0.010 | 0.037 | 0.037 | 0.024 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.026 | 0.023 | 0.000 | 0.059 | 0.016 | 0.038 | 0.062 | 0.031 | 0.025 | 0.028 | 0.026 | 0.000 | 0.000 | 0.042 | 0.006 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.020 | 0.000 | 0.046 | 0.087 | 0.000 | 0.016 | 0.073 | 0.000 | 0.028 | 0.023 | 0.043 | 0.025 | 0.026 | 0.052 | 0.029 | 0.036 | 0.017 | 0.033 | 0.052 | 0.046 | 0.000 | 0.003 | 0.000 | 0.000 | 0.014 | 0.000 | 0.055 | 0.020 | 0.015 | 0.024 | 0.065 | 0.000 | 0.000 | 1.000 | 0.108 | 0.032 | 0.020 | 0.035 | 0.015 | 0.000 | 0.015 | 0.043 | 0.000 | 0.000 | 0.032 | 0.128 | 0.000 | 0.000 | 0.042 | 0.000 | 0.020 | 0.035 | 0.027 | 0.000 |
| home_ownership | 0.125 | 0.125 | 0.125 | 0.047 | 0.096 | 0.043 | 0.000 | 0.000 | 0.067 | 0.065 | 0.005 | 0.028 | 0.000 | 0.085 | 0.000 | 0.091 | 0.022 | 0.152 | 0.071 | 0.071 | 0.093 | 0.094 | 0.094 | 0.058 | 0.000 | 0.000 | 0.000 | 0.063 | 0.065 | 0.065 | 0.076 | 0.012 | 0.280 | 0.000 | 0.068 | 0.000 | 0.029 | 0.027 | 0.102 | 0.040 | 0.023 | 0.000 | 0.064 | 0.023 | 0.100 | 0.041 | 0.067 | 0.090 | 0.037 | 0.178 | 0.036 | 0.029 | 0.000 | 0.087 | 0.135 | 0.010 | 0.017 | 0.292 | 0.009 | 0.064 | 0.039 | 0.039 | 0.000 | 0.019 | 0.033 | 0.027 | 0.075 | 0.081 | 0.060 | 0.095 | 0.034 | 0.084 | 0.000 | 0.026 | 0.000 | 0.022 | 0.000 | 0.302 | 0.104 | 0.078 | 0.108 | 0.110 | 0.049 | 0.042 | 0.108 | 1.000 | 0.036 | 0.026 | 0.002 | 0.102 | 0.143 | 0.048 | 0.000 | 0.000 | 0.000 | 0.000 | 0.075 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.107 | 0.000 |
| verification_status | 0.161 | 0.161 | 0.161 | 0.197 | 0.158 | 0.064 | 0.018 | 0.005 | 0.137 | 0.136 | 0.047 | 0.000 | 0.000 | 0.005 | 0.031 | 0.046 | 0.106 | 0.026 | 0.070 | 0.070 | 0.166 | 0.166 | 0.143 | 0.170 | 0.025 | 0.060 | 0.060 | 0.069 | 0.107 | 0.094 | 0.000 | 0.000 | 0.057 | 0.053 | 0.006 | 0.043 | 0.052 | 0.019 | 0.040 | 0.099 | 0.047 | 0.063 | 0.036 | 0.131 | 0.022 | 0.024 | 0.030 | 0.061 | 0.075 | 0.047 | 0.071 | 0.107 | 0.015 | 0.011 | 0.045 | 0.030 | 0.045 | 0.046 | 0.047 | 0.000 | 0.040 | 0.000 | 0.000 | 0.015 | 0.039 | 0.000 | 0.002 | 0.023 | 0.025 | 0.017 | 0.016 | 0.008 | 0.000 | 0.079 | 0.018 | 0.086 | 0.028 | 0.052 | 0.050 | 0.020 | 0.043 | 0.098 | 0.195 | 0.206 | 0.032 | 0.036 | 1.000 | 0.081 | 0.000 | 0.064 | 0.000 | 0.080 | 0.070 | 0.000 | 0.061 | 0.020 | 0.032 | 0.000 | 0.030 | 0.014 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 |
| loan_status | 0.054 | 0.054 | 0.055 | 0.099 | 0.023 | 0.051 | 0.000 | 0.035 | 0.060 | 0.059 | 0.093 | 0.000 | 0.045 | 0.000 | 0.009 | 0.027 | 0.035 | 0.039 | 0.323 | 0.323 | 0.176 | 0.175 | 0.225 | 0.105 | 0.132 | 0.237 | 0.228 | 0.242 | 0.304 | 0.322 | 0.000 | 0.000 | 0.033 | 0.037 | 0.000 | 0.027 | 0.034 | 0.009 | 0.000 | 0.037 | 0.000 | 0.020 | 0.000 | 0.056 | 0.046 | 0.056 | 0.000 | 0.055 | 0.046 | 0.000 | 0.041 | 0.043 | 0.000 | 0.000 | 0.033 | 0.000 | 0.006 | 0.028 | 0.030 | 0.022 | 0.008 | 0.000 | 0.000 | 0.026 | 0.060 | 0.105 | 0.062 | 0.052 | 0.000 | 0.046 | 0.040 | 0.000 | 0.046 | 0.033 | 0.010 | 0.049 | 0.000 | 0.028 | 0.026 | 0.036 | 0.000 | 0.201 | 0.106 | 0.114 | 0.020 | 0.026 | 0.081 | 1.000 | 0.218 | 0.034 | 0.029 | 0.242 | 0.482 | 0.999 | 0.497 | 0.000 | 0.168 | 0.037 | 0.000 | 0.000 | 0.000 | 0.000 | 0.218 | 0.187 | 0.354 |
| pymnt_plan | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.119 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.061 | 0.000 | 0.000 | 0.000 | 0.000 | 0.051 | 0.000 | 0.000 | 0.000 | 0.046 | 0.000 | 0.000 | 0.285 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.075 | 0.000 | 0.000 | 0.000 | 0.016 | 0.013 | 0.050 | 0.000 | 0.000 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.035 | 0.002 | 0.000 | 0.218 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.833 | 0.000 | 0.000 |
| purpose | 0.098 | 0.098 | 0.099 | 0.061 | 0.090 | 0.001 | 0.000 | 0.000 | 0.045 | 0.047 | 0.026 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.064 | 0.018 | 0.021 | 0.021 | 0.054 | 0.054 | 0.048 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.044 | 0.044 | 0.000 | 0.000 | 0.058 | 0.000 | 0.026 | 0.000 | 0.044 | 0.000 | 0.017 | 0.000 | 0.028 | 0.000 | 0.021 | 0.037 | 0.000 | 0.068 | 0.030 | 0.009 | 0.021 | 0.063 | 0.015 | 0.060 | 0.000 | 0.000 | 0.000 | 0.003 | 0.027 | 0.014 | 0.009 | 0.000 | 0.000 | 0.000 | 0.010 | 0.030 | 0.036 | 0.019 | 0.011 | 0.028 | 0.026 | 0.018 | 0.031 | 0.016 | 0.000 | 0.013 | 0.067 | 0.044 | 0.000 | 0.054 | 0.000 | 0.000 | 0.032 | 0.093 | 0.071 | 0.047 | 0.015 | 0.102 | 0.064 | 0.034 | 0.000 | 1.000 | 0.000 | 0.059 | 0.201 | 0.111 | 0.282 | 0.000 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.124 | 0.042 |
| addr_state | 0.000 | 0.000 | 0.000 | 0.035 | 0.000 | 0.000 | 0.000 | 0.080 | 0.030 | 0.028 | 0.028 | 0.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.057 | 0.032 | 0.008 | 0.008 | 0.017 | 0.018 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.027 | 0.000 | 0.000 | 0.023 | 0.000 | 0.000 | 0.097 | 0.043 | 0.027 | 0.042 | 0.000 | 0.000 | 0.000 | 0.031 | 0.011 | 0.000 | 0.000 | 0.113 | 0.103 | 0.000 | 0.028 | 0.000 | 0.060 | 0.061 | 0.020 | 0.000 | 0.000 | 0.000 | 0.052 | 0.000 | 0.000 | 0.000 | 0.005 | 0.059 | 0.004 | 0.010 | 0.026 | 0.000 | 0.070 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.064 | 0.023 | 0.052 | 0.000 | 0.020 | 0.052 | 0.023 | 0.027 | 0.055 | 0.040 | 0.000 | 0.143 | 0.000 | 0.029 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.054 | 0.000 | 0.033 | 0.000 | 0.000 | 0.035 | 0.000 | 0.057 | 0.000 | 0.089 | 0.000 |
| initial_list_status | 0.091 | 0.091 | 0.093 | 0.144 | 0.045 | 0.000 | 0.000 | 0.000 | 0.109 | 0.109 | 0.083 | 0.000 | 0.084 | 0.029 | 0.000 | 0.000 | 0.082 | 0.000 | 0.242 | 0.242 | 0.109 | 0.108 | 0.134 | 0.059 | 0.024 | 0.008 | 0.007 | 0.078 | 0.105 | 0.092 | 0.000 | 0.000 | 0.051 | 0.037 | 0.000 | 0.035 | 0.000 | 0.000 | 0.015 | 0.049 | 0.006 | 0.034 | 0.027 | 0.044 | 0.065 | 0.000 | 0.035 | 0.039 | 0.038 | 0.056 | 0.080 | 0.102 | 0.000 | 0.000 | 0.026 | 0.031 | 0.025 | 0.000 | 0.036 | 0.000 | 0.011 | 0.039 | 0.000 | 0.027 | 0.043 | 0.000 | 0.025 | 0.037 | 0.000 | 0.027 | 0.050 | 0.021 | 0.000 | 0.024 | 0.043 | 0.098 | 0.000 | 0.054 | 0.025 | 0.065 | 0.041 | 0.143 | 0.145 | 0.146 | 0.015 | 0.048 | 0.080 | 0.242 | 0.000 | 0.059 | 0.000 | 1.000 | 0.335 | 0.000 | 0.216 | 0.000 | 0.093 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.087 | 0.033 |
| last_pymnt_d | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.060 | 0.000 | 0.000 | 0.049 | 0.046 | 0.120 | 0.000 | 0.092 | 0.000 | 0.000 | 0.000 | 0.037 | 0.000 | 0.210 | 0.210 | 0.105 | 0.105 | 0.134 | 0.000 | 0.085 | 0.112 | 0.107 | 0.200 | 0.120 | 0.153 | 0.000 | 0.000 | 0.000 | 0.189 | 0.000 | 0.211 | 0.199 | 0.072 | 0.000 | 0.000 | 0.049 | 0.045 | 0.141 | 0.039 | 0.000 | 0.105 | 0.079 | 0.078 | 0.000 | 0.000 | 0.023 | 0.046 | 0.000 | 0.000 | 0.044 | 0.000 | 0.000 | 0.094 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.065 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.095 | 0.063 | 0.062 | 0.043 | 0.000 | 0.070 | 0.482 | 0.000 | 0.201 | 0.000 | 0.335 | 1.000 | 0.999 | 0.424 | 0.000 | 0.135 | 0.092 | 0.066 | 0.036 | 0.010 | 0.000 | 0.000 | 0.124 | 0.100 |
| next_pymnt_d | 0.024 | 0.024 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.497 | 0.000 | 0.146 | 0.000 | 0.025 | 0.000 | 0.041 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.999 | 0.000 | 0.111 | 0.000 | 0.000 | 0.999 | 1.000 | 0.997 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| last_credit_pull_d | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.059 | 0.091 | 0.000 | 0.054 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.119 | 0.119 | 0.089 | 0.089 | 0.111 | 0.000 | 0.000 | 0.099 | 0.089 | 0.188 | 0.132 | 0.158 | 0.000 | 0.000 | 0.000 | 0.065 | 0.000 | 0.090 | 0.111 | 0.076 | 0.000 | 0.000 | 0.000 | 0.000 | 0.258 | 0.037 | 0.078 | 0.045 | 0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.033 | 0.006 | 0.000 | 0.098 | 0.064 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.047 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.074 | 0.000 | 0.072 | 0.069 | 0.063 | 0.000 | 0.000 | 0.061 | 0.497 | 0.000 | 0.282 | 0.054 | 0.216 | 0.424 | 0.997 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.251 |
| collections_12_mths_ex_med | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.061 | 0.007 | 0.000 | 0.054 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.008 | 0.008 | 0.008 | 0.000 | 0.000 | 0.036 | 0.046 | 0.000 | 0.000 | 0.008 | 0.149 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.037 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.062 | 0.000 | 0.039 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.038 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.023 | 0.020 | 0.032 | 0.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.015 | 0.000 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 |
| application_type | 0.141 | 0.141 | 0.141 | 0.037 | 0.102 | 0.030 | 0.278 | 0.000 | 0.117 | 0.117 | 0.026 | 0.043 | 0.000 | 0.010 | 0.000 | 0.000 | 0.032 | 0.000 | 0.257 | 0.257 | 0.073 | 0.073 | 0.088 | 0.050 | 0.048 | 0.000 | 0.000 | 0.068 | 0.051 | 0.055 | 0.094 | 0.000 | 0.077 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.058 | 0.000 | 0.039 | 0.046 | 0.000 | 0.000 | 0.074 | 0.018 | 0.068 | 0.000 | 0.000 | 0.089 | 0.008 | 0.039 | 0.000 | 0.000 | 0.000 | 0.016 | 0.023 | 0.056 | 0.030 | 0.098 | 0.032 | 0.073 | 0.000 | 0.045 | 0.036 | 0.046 | 0.066 | 0.000 | 0.029 | 0.058 | 0.043 | 0.015 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.078 | 0.068 | 0.000 | 0.064 | 0.076 | 0.017 | 0.049 | 0.128 | 0.075 | 0.032 | 0.168 | 0.000 | 0.032 | 0.033 | 0.093 | 0.135 | 0.000 | 0.000 | 0.015 | 1.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.013 |
| acc_now_delinq | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.038 | 0.011 | 0.011 | 0.000 | 0.196 | 1.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.045 | 0.037 | 0.199 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.062 | 0.000 | 0.425 | 0.000 | 0.032 | 0.018 | 0.032 | 0.160 | 0.056 | 0.185 | 0.000 | 0.175 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.035 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.037 | 0.000 | 0.000 | 0.000 | 0.000 | 0.092 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.236 | 0.738 | 0.000 | 0.000 | 0.000 | 0.000 |
| chargeoff_within_12_mths | 0.018 | 0.018 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.158 | 0.027 | 0.027 | 0.000 | 0.047 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.031 | 0.000 | 0.000 | 0.010 | 0.009 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.035 | 0.040 | 0.006 | 0.207 | 0.000 | 0.000 | 0.000 | 0.046 | 0.063 | 0.000 | 0.000 | 0.000 | 0.008 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.088 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.072 | 0.000 | 0.000 | 0.000 | 0.030 | 0.098 | 0.000 | 0.078 | 0.110 | 0.000 | 0.000 | 0.000 | 0.058 | 0.030 | 0.000 | 0.025 | 0.000 | 0.000 | 0.297 | 0.036 | 0.072 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.066 | 0.000 | 0.000 | 0.040 | 0.021 | 0.000 | 1.000 | 0.000 | 0.000 | 0.058 | 0.000 | 0.000 | 0.051 |
| num_tl_120dpd_2m | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.047 | 0.049 | 0.000 | 0.013 | 0.000 | 0.119 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.049 | 0.048 | 0.499 | 0.136 | 1.000 | 0.030 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.042 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.035 | 0.000 | 0.036 | 1.000 | 0.000 | 0.000 | 0.000 | 0.236 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| num_tl_30dpd | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.046 | 0.000 | 0.000 | 0.000 | 0.156 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.033 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.338 | 0.000 | 0.012 | 0.027 | 0.000 | 0.040 | 0.030 | 0.152 | 0.000 | 0.151 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 1.000 | 0.000 | 0.000 | 0.000 | 0.738 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| pub_rec_bankruptcies | 0.035 | 0.035 | 0.036 | 0.026 | 0.028 | 0.000 | 0.000 | 0.000 | 0.094 | 0.094 | 0.087 | 0.106 | 0.252 | 0.000 | 0.627 | 0.025 | 0.038 | 0.021 | 0.000 | 0.000 | 0.027 | 0.027 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.058 | 0.054 | 0.083 | 0.000 | 0.016 | 0.067 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.084 | 0.098 | 0.000 | 0.000 | 0.052 | 0.193 | 0.000 | 0.133 | 0.042 | 0.000 | 0.021 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.012 | 0.075 | 0.035 | 0.058 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.053 | 0.003 | 0.000 | 0.035 | 0.026 | 0.023 | 0.066 | 0.000 | 0.001 | 0.041 | 0.046 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.058 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.023 |
| hardship_flag | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.119 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.061 | 0.000 | 0.000 | 0.000 | 0.000 | 0.051 | 0.000 | 0.000 | 0.000 | 0.046 | 0.000 | 0.000 | 0.285 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.075 | 0.000 | 0.000 | 0.000 | 0.016 | 0.013 | 0.050 | 0.000 | 0.000 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.035 | 0.002 | 0.000 | 0.218 | 0.833 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 |
| disbursement_method | 0.091 | 0.091 | 0.091 | 0.175 | 0.054 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.015 | 0.000 | 0.095 | 0.000 | 0.000 | 0.000 | 0.034 | 0.000 | 0.241 | 0.241 | 0.174 | 0.174 | 0.168 | 0.084 | 0.000 | 0.000 | 0.000 | 0.074 | 0.075 | 0.068 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.000 | 0.048 | 0.076 | 0.082 | 0.000 | 0.000 | 0.089 | 0.000 | 0.036 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.051 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.032 | 0.073 | 0.000 | 0.025 | 0.000 | 0.015 | 0.037 | 0.018 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 | 0.031 | 0.049 | 0.015 | 0.000 | 0.175 | 0.193 | 0.027 | 0.107 | 0.025 | 0.187 | 0.000 | 0.124 | 0.089 | 0.087 | 0.124 | 0.000 | 0.000 | 0.014 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.016 |
| debt_settlement_flag | 0.044 | 0.044 | 0.041 | 0.063 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.082 | 0.082 | 0.033 | 0.033 | 0.048 | 0.052 | 0.124 | 0.428 | 0.434 | 0.062 | 0.214 | 0.208 | 0.030 | 0.000 | 0.000 | 0.081 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.099 | 0.031 | 0.065 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.039 | 0.011 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.029 | 0.000 | 0.016 | 0.015 | 0.028 | 0.000 | 0.028 | 0.000 | 0.019 | 0.028 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.029 | 0.065 | 0.092 | 0.000 | 0.000 | 0.000 | 0.354 | 0.000 | 0.042 | 0.000 | 0.033 | 0.100 | 0.000 | 0.251 | 0.000 | 0.013 | 0.000 | 0.051 | 0.000 | 0.000 | 0.023 | 0.000 | 0.016 | 1.000 |